{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. axes_style and set_style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x = np.linspace(0,14,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "y1 = np.sin(x)\n",
    "y2 = np.sin(x+2)*1.25"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sinplot():\n",
    "    plt.plot(x, y1)\n",
    "    plt.plot(x, y2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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U2AsUAL+TUl4VQjwnhHjOedgjwBUhxEXgB8Dj0gCVTO9dayAvLeLjrZ9TXHEA\n4/7ysmIXkBYVbJ44QNUJZRWZyP9/vqqdtt4hbnMlCIwleZPyWY8Oe1+waXL70lgGRxwcK23RW5Sp\nqT2r3GomCwDvvdrAwiBf1qcu/OgH8atUO+sq46YLg0YxACnlO1LKLCllhpTy2873fiKl/Inz7/8h\npVwmpVwlpdwopdR971ze0ktxYw+7l8Z9/MOYpeAfauhAsBCC3ctiOXG9la4B4z6EAOhpVvN/kzbo\nLcmM2FfQiI9NsD1rHFdkymYY7oX6S94XbJrkpUUQEuDDfjPsEqucjwQTXSNDIw4OFDZx25LYj+4Q\nAXz8IGGdoZ8hMI8rgfddU5bz7eNZdzY7JOUZOtUPVFHYiENyrMTgFp6raMpk2/sDBU1sTI8kNGCc\nnHQTbPF97TZ2ZsdwoLDR+APjK08owyvI+ENUXJyuaKN7YGT8ZwioHW/9RRgybrr2PFYAjSyJDyUp\nYoKAU/JGaC6AvjbvCjYD1iSFEx7ky4GCJr1FmZzqk2D3V/nzJqG8pZfSph5unWg2RGi8yhgzsJsQ\n4LYlMbT0DHGhpkNvUSbGMarcaSYzEA4WNuHnY2Nr5rj5LOr/I0eh5ox3BZsB81IBtPcOcbayffLB\nL875ACo32Zj42G3szIrmUFETo0a28KpOquwOE013cqVP3rZkAusOnKl+pwydLbYzKwYfmzC2G6jh\nMgx1m87/f7CwiU3pkRPPD0lcDwhDGwnzUgEcKWnGIWHXzdk/Y0lYCzZfw/vwduXE0No7xEWjWnjD\n/VB3AZLN49sFVdyTExcy8Q4RlJuwpxE6Kr0n2AwJC/IlLy3C2OmgLiPLRP7/suYeylt6J94hAgSG\nq2wxA7sJ56UCOFjYRESwH6sSwyc+yDdQWa0GVwA7sqKx2wQHjeoGqjsPjmFlLZuEzr5hTle0T35z\ng7MeAEPvEkHtYoobe4zbOqT6JIQmQHjS1McahIOF6n7blT2Na6Q6H0ZHvCDVzJl3CmDUITlc3MxO\n54NzUpI3Qu05Q5f8hwf5sS5lIQcKDaoAXNtfE1l3h4qVS21S9w+ooKVfiKG3+PChG+ugUa+R6ny1\nmzIRBwubyIpdMPkOEVQcYKgHmq56R7AZMu8UwPmqdjr6hid3/7hI3qis1/qLnhfMDW7NiaGgvou6\nDgMOA686CVFZEByptyTT5mBhE5FT7RBBZYsl5hq6NTRAcmQQ6dHBvF/k2dYqs6LTWXBpIgOhe2CY\n/PI2bsmPN8DXAAAgAElEQVSZwkCAD3eJBjUS5p0COFjYhH2i3O6bSXRaJQa/wV2uCsNZeA5n33wT\n3dyuHeKO7GhsU+0QQd3gjVdhoMvzwrnBruwYTpa1Gq8quMbl/zfPDuBoSQsjDskt0zEiwxIhNNGw\nruR5pwDeL2pmXcpCwgKn0W98QTQsTDO8AsiIXkByRJDxFEBLsRoAn2we///Fmg46+obZOZVv10XS\nBkBCzWmPyuUuu7JjGBpxcKLMYDUj1fngEwhx5hkAc6CgibBAX9YmT7FDdJGUB9XGvD7mlQKo7+yn\noL5reprbRdIGdZEaONVPCMEtOTF8UGqwvi8uq8dEAeBDhU3YBGyfKLf7ZhJzQdgMbySsT1tIkJ+d\n9wsN5gaqPqUy7kwyAMbhkBwqamJHVvTHq38nImmDGhDTWTv1sV5mXikA18U/MwWQB71Nhk71A5UO\nOjji4GS57j32PqQ6X/VFj8zQW5Jpc6i4mTXJCwkP8pv6YAD/EGeqn7EVgL+Pnc0ZUbxf1IQB2nAp\nhvtVfM1E7p9LtZ209g7N8BnibG9dY7xssXmlAA4WNpEQHkhmzILpf8l1cRo81W9DWgT+PjYOGynQ\nV5OvrB+TNIBr7h7kUk0nu7Jn2IY8aaOq9jRoqp+LXTnR1LT3c73ZIOmgtefAMWKqGNGhoiaEYHox\nRBdxK5Wby4BuoHmjAAZHRjl+vYVdOdEf7ds9FTFLwW+B4S28AF87mzIiOVxsEAXQ2wqtpaYa7nHE\n+bObtv/fRfJGQ6f6uXD9vw4VGSRW5LqnEs2zAzhc3MzKxHAibu4gPBl2X1VTZMBnyLxRAGcr2ukb\nGmVn1gxvbpOk+gHszIqmvKXXGAU/rqCoibb37xc1ER3iz9L40Jl90SS7xITwQLJiF/C+YRRAPkRm\nmiZFuL13iIvVHeycifXvIilPubsMVlM0bxTA4eJmfO2CTRmzuNiSNqhUv8Fu7QXTkB1OC88Qu4Ca\nfBB2ZfmYgJFRB0eKm9mRNc30z7GEJalh9wZXAKCygfLL2+gZ1NldJaXpUoSPlrbgkLBjpi5CUArA\nMQz1F7QXzA3mlQJYnxpBsP8EjZsmIykPpMPQM2AB0qKCSYkM4pAR4gDV+RC3HPyC9ZZkWlyo7qBr\nYGTq0v7xEEIF+gwY5LuZndkxDI9KPtB7SEzrdehvM9UO8XBRM+FBvlMXCI5HojF3ifNCATR0DlDY\n0M2O2WzdABJy1asBgzg3syMrmhPXWxkY1jEddHREBfhMZN0dKmrGbhMTt/adisQ8aK9Qw28MTG7q\nQoL97DfiHbrhcqmaRAE4nAWC2zKn0UJmPAxaUzQvFIDrYp/V1g1UV7/oJYb75Y3Hzuxo+odHOV2h\n4xyDpmtqWpbJgntrksKnVyA4Hq4HmcELwnztNjYvjuJwcbO+6aA1+eAfBlHmmBF9rb6Llp7B2RuR\noAyimtOGqimaFwrgUHETsaH+ZMeGzP4kSXnqonU4tBPMA2xMj8RP73TQG+X95sgAau0Z5Epd58xS\n+24mfpVqH24CN9D2LJUOWt6iY7JAzRlIXAc2czyCXHG17Vmz3CGCuh8M1j7cHD99NxgZdXC0pIUd\nWTNM/7yZpDwY6ITWEu2E8wBBfj5sSIvgkJ5b/Op8CI6B8BT9ZJgBx0pbkBL3rDvfQIhbYQ43Yab6\nf+qWLDDYrXaJJtshLlsUSkxIwOxP4nKJGugamfMK4EJ1B90DI+yYafrnzRg0iDMeO7KiKW3qoaa9\nTx8BXO19TVIAdriomYVBvixPCHPvREl5UHfO8AVhyZFBpEUF6xcHqD2rkipMUiPSNTDM2cp29wwE\nMGRN0ZxXAIeL3QzuuYhcDAFhhvfxwoeW7FE9hsX3NEN7uWlubodDcqSkha2zDe6NJXE9DPdB4xVt\nhPMg2zOjOFnWpk+ygOseSlzn/bVnwfHSFkYd0j0XIaiaooS1hnqGzAsF4FZwz4XNpm5wA/3yJmJx\nzALiwwL0sfBuFICZIwOooEEF96bd/G0yTBIIBpUQ0T88ypmKdu8vXn1aBX8DF3p/7VlwpKSFBf4+\nrEvRQN7EPGUgDOm0O7+JOa0AWnsGuVzbybZMNzW3i8T10FRg+N7vQgi2Z0ZzrLSFkVEvB61r8sHm\nA4tWe3fdWXKkWO2S3N7eg6kKwjamR+Jnt3GkxMtGgnS2zjZJgoCUkiPFzWzKiMR3ut0/JyNxvep/\nZJCCsDmtAFzBPbci92NJXA9IwxeEAWzLiqJ7YISLNZ3eXbj6tAqG+gZ6d91Zcri4iZy4EGJC3Qju\nuTBRQViQnw/r0xZ6P1usrUwVgJnERVje0ktNe782O0T48P9tECNhTiuAoyUthAf5snI2lXvjkeD0\nWdac0eZ8HmTr4ihsAu+6gUZHVBDUJNkdvYMj2gT3xmKSgjCA7ZnRFDV209Dpxf40rgefSa4RVxzN\nbf+/i+BIiEg3jJtwzioAKSVHS5rZsjjK/eCei8BwiM4xhYUXHuTHysRw727xm66pIKhJqjtPXG9l\neFRqqwBuxAGMf424HmpeNRJq8sE/VN1HJuBIcTMpkUGkRGrY0iQxzzAFYXNWARQ39tDYpVFwbyyu\nQLABfnlTsT0rmovVHXT2DXtnQddDLzHXO+u5yZGSZgJ97axL1TAYGb/aWRBmDAtvMnLiQogJ8feu\nkVBzWmXCmKAATI3QbGW7VjFEF4m5qiCss1rb884C4/8WZsmRG5V7Wv/y1kN/u2pmZXC2Z0bhkCoW\n4hVqzpiqAOxoSQubMiLx97Frd1LfANMUhAkh2OZMFhh1eMGgGexRXXVN4v45W6layG/T2og0UPvw\nuasASprJjFlAfJjGwUgTpfqtTgonJMCHo96y8KrzlYI0QQFYdVsf5S292t/cYJqCMFAJEh19w1yp\n9UKyQN05VQBmEhfhkZJmfGyzbCE/GTHLwDfIELFETRSAEOJOIUSREKJUCPH1cT4XQogfOD+/JIRY\nq8W6EzEwPEp+eZt26Z9jicpWPkwT+Hh97Da2ZERxxBuNv/raoO26qdw/4IEdInxYENZ0Tftza8zW\nxUoBesVIcBlNCeYoADtS3MzalIWEBGg8sN7uA4vWGuIZ4rYCEELYgR8BdwFLgSeEEEtvOuwuINP5\n51ngx+6uOxmnytsYHHFol/45FptNXcAm2OKDesDVdQ5wvbnHswu5rBmzWHfFzSSEB5Ie5YF5BS4l\naIAbfCoiF/izPCH0Rj2ER6k5oyaABUV4fi03aekZ5Gpdl7YJAmNJzIX6S7pPCNNiB5AHlEopy6SU\nQ8DLwP03HXM/8N9ScRIIF0LEa7D2uBwtbsbPx8aGNA+Nmktcr+a/Dnr4oaoBLheHx2/wmnwQNlNM\nABsZdXC8tJVtmVHuNQiciPAUFQsxwBZ/OmzPjOZcVTvdAx5MFpDyQxehCTjmTP/0iIsQxkwIu+iZ\n808TLRRAAjA2nF3jfG+mx2jGkZJm8lIjCPTTMLg3FteEsLrznjm/hiRFBJEeFez5TI+a0xC7zBQT\nwC5Ud9A9OOIZ9w+oGIhJ2oYAbMuMZsQhOXG91XOLtFdAX4tpKoCPFDsbBC5ys0HgRLiGTOl8jRgu\nCCyEeFYIcUYIcaa5eeYPrYHhUYL9fdg52+Ev0+FGQZjxt/ig3EAny1oZHPFQ4y/HKNScNU12x5GS\nFmwCtmR4yLoDtcVvLVWxEYOzLmUhQX52zzYPvNEAzvgKQMoPGwTOeD70dAmJhfBk3Z8hWiiAWiBp\nzL8Tne/N9BgApJTPSylzpZS50dEzf4gH+Np57ctbeGZr2oy/O22CIpQv0yRb/G2ZUQwMOzzX+Ku5\nCIa6TXFzgwp4rkoKJyxI4+DeWG5kixn/GvHzsbEpPdKzgeCa0+AbrCbrGZyC+m7tGgRORmKe7teH\nFgrgNJAphEgTQvgBjwNv3nTMm8BnnNlAG4FOKWW9BmtPiEd8u2NJXK98miYoCNuYHomvXXjODWQi\n666zb5iL1R2eyRAby6I1KiZikl3itswoKlr7qGr1UJdKVwGY3ccz59cQlyL0+DWSuB66aqFzXFvY\nK7itAKSUI8CfAnuBAuB3UsqrQojnhBDPOQ97BygDSoGfAl92d13dScxVPs32Cr0lmZJgZytbjwWC\na06r1r6RGZ45v4Z8cL0Fh4QdnsgQG4tfsIqJmCQO4IqHHPaEkTDcDw2XTWEggIohZseGEBemQYPA\nyXDFQ3S8RjSJAUgp35FSZkkpM6SU33a+9xMp5U+cf5dSyq84P18hpTT+vngqTFQQBsqaKajvoqnb\nA2lnNadNUwB2pLiZEH8fVmnVIHAyEvNUbMShw9CVGZIWFUxCeCBHPdEXqO6CaoFsAgXQPzTK6fJ2\nz2X/jCV2BfgEmF8BzEuilyifpkkUgCuf+ZjWgb7+DmguNEUA2NXbffPiSHy06O0+FYnrVWykucjz\na7mJEILtWdEcv97KsNYzJEzkIjxZ3srQqMNzGWJj8fFTvaMsBWBC7D6GG+82GUvjQ4kM9tM+08M1\nG8EEFcDXm3uo6xzwzs0NHz7wTBIH2JEVRc/gCOerOrQ9cU0+LEyFBV76ubvB0eIW/H1s5KV5qVgt\nMVftkEaGvLPeTVgKwB0S1yvf5nC/3pJMic05F/loSTMOLRt/1ZwGhCnK+w87YyCad3eciMgMFRsx\niZGw2dk6XdP20FKqqnkTWP/grCFKiyDA10M1RDeTlAejg+o5ogOWAnCHpDzl26wzxni3qdiWGU1L\nzxDX6jUcaVmdDzFLISBUu3N6iCPFzaRHBZMUEeSdBV0FYSZpGxIa4MuaJI1nSHTWQE+DKVyEdR39\nlDb1eM9AAN13iZYCcIcE8/R8AW7kNWt2gzscKo/ZBO6fgeFRTpW3es/94yIxD1qKVAtxE7A9K5rL\ntZ209Wrkkrjh/zf+NXIj/dPTGWJjCV0EoYm67RItBeAOC6KVb9MkW/yY0ACWxIdqt8VvLYHBTlM0\ngDtd0cbAsIcaBE7GjVQ/48+RBqUApNSwO2jNaZXpErtcm/N5kCPFLcSFBpAdG+LdhRNzddslWgrA\nXRLz1C/PBAVhoPq/n6lop2dQg171JprveqS4GT+7jY3pHmoQOBEJ60xVELYiIYzwIF/takaq81Xr\nYx8/bc7nIUZGHRwtaWZ7locaBE5GUh50VkF3g3fXxVIA7pO4Xvk4DTDebTrsyNKw8VdNPgSEQ+Ri\n98/lYY4Ut5CbupAgPy9XovqHqBiJSXaJdptgy2KVLOD2DInhAdXt0gQN4C7WdNA1MMKOrBjvL34j\nDuD98ihLAbiLAar5ZkJuSgRBfnYOFze5fzKX/9/g810bOgcoauz2vv/fReJ6Z0GYxvn1HmJHZjRN\n3YMUNnS7d6L6C6rlsQl2iIeLmrGJDwfkeJX4VWD302WXaOw71wzELlfj3Qww33M6+PnY2JwRyWF3\np4QNdEJTgSlu7hvTv7yZ3TGWpDwVK2kxfkEYfBgEdTtW5LonTBAjOlzSwprkhZ5tEDgRPv4Qt1KX\nOIClANzF7qt8nCZRAKDcQNVt/VS40/ir9iwgTbG9P1LcTHSIP0vivRzcc+FSkia5RuLDAsmODeGw\nuwrgRgGYDm6VGdDWO8Slmg79DAQYM0fag0N5xsFSAFqQlAcNl0xREAZjGn8VueEGqjZHAZgK7rWw\nPTPa+8E9FzcKwsyhAAB2ZkdzuqJt9skCNwrAjG/9q3gH7PDkDJGpSMqDkQH1HPEilgLQghsFYcaf\nEAaQEhlMamQQR9xpC1FzGqJzIMBDE5M04mJNB539w54dEDQVJisIA7VLHB6VHC+d5TXSWa2SI8zg\n/nFO/1qRoOO1fGOX6N1rxFIAWnDjl3dKXzlmwPasaE5cb2VgeBadKh0OZc2awP1zyBnc03V7D6Yr\nCMtNjSDYz86h2bqBbqQIG/sacTgkR4pb2JYZjd1T07+mQ1gChCV5/RliKQAtCI6EiAzTWXj9w6Oz\nmxLWUqyCwEkbtRdMYw4VNbNWr+DeWExWEObnY2Pz4igOF80yWaA6XyVHGLwArKChi5aewRvdcnXF\nNWTKi1gKQCuS8pT2NklB2KaMSPzsNt6fTRzAZaUkbdBWKI1p7h7kcm2nvu4fFyYrCAMVB6jt6Od6\nc8/Mv1yTr/7PBp8AdqhIh/YPE5G0AbpqVP8kL2EpAK1IylMTwtrK9JZkWgT5+bAhPWKWCiAfAiMM\nPwHMlca4M9sAWSj+IRCzzFRuQtfPzfWQnDYmmgB2qKiJ5QmhxIR4ePrXdEjyfraYpQC0whUHMElB\nGMCu7BjKmnupbO2d2RerTyprxeATwA4VNxO1wJ+l8QbpVJq8QRXPmWBCGEBCeCCZMQtmrgDqzquk\nCIMHgDv7hjlb2c4uIxgIAHErwCfQq88QSwFoRcwS8AsxlYV3S84sLLzeVmgtVQ8zAzPqkBwtaWZH\nVjQ2PYN7Y0naAEM90HhVb0mmzc7saPLL2+idSTqoSXpEHS5pxiFhV45BFIDdVw2Z8uIzxFIAWmGz\nQ+I6UwWCU6OCSYsK5mDhDNxALh+2wf3/F6o76OgbZleOAfz/Llw/MxMZCTuzYxgadcysd1T1KdUf\nKtjLjfdmyKHCJiKC/bwzH3q6JOWp/kleqimyFICWJG2Apqsw6GYPFS+yMzuaE2Wt9A9N0y1RfQps\nPrBojWcFc5NDRU3YBGxbbCAFEJ4MIfGmUgCqgZ6dQ9PtHSUlVJ00fIbYqENyqFjtEHVN/7yZpA1e\nrSmyFICWJOaBdOjS1W+23JITw9CIgxNl0yz4qc5Xzat8Az0rmJsYJv1zLEIoC6/KPArA38fO1sVR\nvF84zXTQlhLobzO8i/BiTQdtvUPGyBAbi5driiwFoCVJ6wFhKgsvLy2CQF877xdOIw4wMqR6ABnc\numvsGuBybadxfLtjSdqoer931ektybS5dUkMtR390+sOWn1SvRr8GjlUqHaIhsj/H4uXa4osBaAl\nAWEQuwyqTugtybTx97GzZXEUBwubprbwGi6rfiUGz+44UKDcFbctidVZknEwYRzApUinFSuqOqVS\nhKMyPSyVexwsamJt8kLCgww4qCZpg9dqiiwFoDXJG5ULaFSDiVte4pYcZeGVNk1R8GOSArADBY0k\nLgwkK3aB3qJ8nPiVKtXPRG6gmJAAViWGsb+gceqDq06oe8DAKcJNXQNcqe0y5g4RYOOX4LFfWQrA\nlCRvcqb6XdFbkmnj8oMemMrCqz4FYckQGu8FqWZH/9Aox0pbuG1JrH7dPyfD7qsqZE20AwC4dUks\nF6o7aOkZnPignmZou254A8GV9myY/P+biV8JKZu9MmjJUgBak+z0fVad1FeOGbAoPJBli0LZf20S\nC09K9dAyuPvng9IWBkcc3LrEoDc3fNg+fMiNeQxe5pacGKSE9yczElxKLdnY/v/9BY3EhQboNx/C\nQFgKQGvCElVXPxPFAQBuXxrL2ar2iS289groroeUTV6Va6YcKGxkgb8PG9IMnIOevFGl+tWaozEc\nwLJFocSHBdyIr4xL9Uk12jB+tfcEmyEDw6McLWnh9qUG3SF6GUsBeILkjaZqDAcqYColHJzoBncp\ntOTN3hNqhjgckgMFTWzPisLPx8CXtqtHjoncQEIIbsmJ4WhJM4MjE9SMVJ1U0/F8DdBXZwKOlbTQ\nPzzK7UsNmCCgAwa+S0xM8kZlLXdU6i3JtFm2KJSE8EDem8gNVHkcAsLVEBiDcqWuk6buQW7NMfjN\nHRShfo4m2yXeuiSG3qFRTpW1ffzD4X6ou2D4/P991xoJ8fdhY7qBd4hexFIAniDJfHEAIQS3LYnh\nWGnz+FXBruwOLwSmZsv+ApXbbdjsjrEkb1KZQCZpDAewOSOKAF8bB8bLBqo7D45hQ+f/jzokBwob\n2ZkTY+wdohdx66cghIgQQuwTQpQ4XxdOcFyFEOKyEOKCEMI8ZbKzJWYJ+IeZzsK7bWksA8MOjt08\nBrCnydkAzuD+/4JG1iYvJCLYgLndN5OyBYa6VW2FSQjwtbN1cTT7C8apGXEZOwbOADpf1U5Lz5Dl\n/hmDu2rw68ABKWUmcMD574nYJaVcLaXMdXNN42OzO0v+zbMDANiQFkmIvw/7rjV89AOXIksxrv+/\nuq2Pq3Vd3GaWm9sVTK88rq8cM+TO5XHUdvRzubbzox9UnYCoLEM3gNt3rRFfuzBe+wcdcVcB3A+8\n4Pz7C8ADbp5v7pC8EZoLoW8cf6lB8fOxsTMnhgMFTYw6xlh4lSdU8ZKBszv2XlVK667lcTpLMk3C\nEiE8BarMpQBuWxKDj03w7pUxRoJjVBk7KVv0E2wa7LvWyMb0SEIDDNQfSmfcVQCxUsp6598bgInM\nLwnsF0KcFUI86+aa5sDlLjFRpgeodNDW3iHOV42ZFVx1HBJzwce4rpV3rzSwJD6UlMhgvUWZPilb\n1A7ARNli4UF+bMqIZM+Vhg/dQA2XYLDL0AqgtKmHspZedptlh+glplQAQoj9Qogr4/y5f+xxUl0N\nE13JW6WUq4G7gK8IIbZPst6zQogzQogzzc0znERkJBLWqZzoyg/0lmRG7MyOxtcubljUDHQpP7WB\n/f+NXQOcrWw3j/XvImUT9LVCS7HeksyIO5bFUd7SS4mrdUiF8xpPNa4CeM/p1jSNi9BLTKkApJS3\nSSmXj/PnDaBRCBEP4HwdN4lcSlnrfG0CXgMmLCeVUj4vpcyVUuZGR5vYV+cboPK9K47pLcmMCA3w\nZeviKN657LTwavJVi2sDF4CZzv3jwmUxm8xI2L0sFiHg3ctOI6HyOCxMg9BF+go2CXuuNLAyMYz4\nMGO3Mfc27rqA3gSedv79aeCNmw8QQgQLIUJcfwd2A+ZplOMOqVvVdJ+BLr0lmRH3rFxEbUc/F6o7\nlP9f2A093u/dyw1kRAeTGWuy0v6IdFgQa7pAcExIALkpC9lztQEcDuUiNLD1X9Xax6WaTu5dadwe\nVnrhrgL4J+B2IUQJcJvz3wghFgkh3nEeEwscE0JcBPKBP0op97i5rjlI3aqsZ5NlA92+NBZfu+Cd\ny/UquyN+JfgbsLMm0NozyKnyVu5absKbWwiVWVXxganiAKDcQAX1XdSVnIX+dkP7//94WYUp715h\nwmvEw7ilAKSUrVLKW6WUmU5XUZvz/Top5d3Ov5dJKVc5/yyTUn5bC8FNQeJ6FQeoOKq3JDMiLNCX\nbZnR7LtYiaw5Y+j2D/uuNeKQKj3RlKRsge46U1WNg1IAAGVn3lNvGFgBvH2pjtVJ4SQuDNJbFMNh\nlcN5Et9ASMg1nY8X4J4V8cT3XEaMDkLaNr3FmZA9VxtIilDdTE2Jq7ai0lxFg0kRQaxICENUHlfN\nDxem6C3SuJS39HK1rsty/0yApQA8TepW1SPFZHGA25bGssVegAObYQvAOvqG+KC0hbuWx5u3s2P0\nEtVjqdJcyQIA96yII2vwEj1xxq3+fcdy/0yKpQA8TeoWkKOmqwcIC/TljqAiCkU6Dj9jWtd/vFzP\n8Kjk/tXGzT6ZEptNuU/KzeUmBHgouY9o0cXJUeM2CHz7Uj25KQtZFG5l/4yHpQA8TWIe2HxNlw7K\nUC8ZQ0UcHl7ChZoOvaUZl9fP15IZs4Cl8cZUUNMmbbuKAbRX6C3JjIhpU229XqhLmHqetA5cb+6h\noL6Leyz3z4RYCsDT+AWpKlqzKYCqE9jkCKdZzpsX6vSW5mNUt/VxuqKdB9YkmNf94yJ9h3otP6Kv\nHDOl4gP6/KM52hbKlVrjuTj/eKkeISz3z2RYCsAbpGxR7XIHu/WWZPqUHwWbD6HZW3nzYh1DIw69\nJfoIb1yoBTC3+8dFdA4Ex0DZYb0lmT4OB5QfxidjB352O687fx9GQUrJ6xdqWZ8aQWyocQfU6I2l\nALxB6lbzxQHKj0BCLp9Yn0lb7xCHiqYYGO9FpJS8dr6WvLSIuZHaJ4RyA5UfMU89QNM16G3GL/MW\ndmZH89bFuo82ENSZc1XtlDX38si6RL1FMTSWAvAGSRtUPYBZLLyBTqi/AGnb2Z4ZTdQCf35/tkZv\nqW5wpbaL6829PLA6QW9RtCN9B/Q2qQ6yZqDskHpN38GDaxJo6h7kxPVWXUUayytnagjys3OP5f6Z\nFEsBeAO/IKUEyt7XW5LpUXlcVTCnbcfHbuOhtQkcLGyaeGC8l3ntfC1+dtvcurnTnHEAsxgJZYcg\nMhPCEtmVE0NIgI9h3EB9QyO8fameu1fEE+zvo7c4hsZSAN4iY5fqqtljHFfKhJQfBbv/jeHlD69N\nZMQhecMAweCRUQdvXqxjV040YUFzqK/7whQ1H6DcBApgZEgVN6bvBNSksLuXx/Pu5Xp6Bkd0FQ1U\n47eewRE+abl/psRSAN4i4xb16to6G5nyI2q4t68KnmXHhbAyMcwQbqD9BWon8tDaOXhzp+9Q2WKj\n+j9EJ6XmNAz3KaPGyeN5SfQOjd4IzuvJK2dqSIkMIi8tQm9RDI+lALxF3CoIjIDrBncD9bZA42VI\n/ejIhkfWJVJQ38XVus4JvugdXjpVSXxYALeaYfD7TEnboQar1F/UW5LJKTsEwqaSG5ysTgpnaXwo\nL56s0rUmoLqtjxNlrTyyNtH86cFewFIA3sJmU1vm6weNnelx/aB6XXzrR96+b+Ui/Ow2Xjmj3y6g\nvKWXoyUtPJGXjI99Dl66aU6lW35IVzGmpOyQGngUEHbjLSEEn9qYTEF9l2ojrhO/P1uDEPCw5f6Z\nFnPwLjIwGbugp8HYmR4l+yAo8mPzfxcG+3H3ijh+f7aG7oFhXUT79alKfGyCx9cn6bK+x1kQAzFL\nje0mHOiE2rM3/P9juX91AsF+dl48WeV1sQCGRx387kw1WxdHWa0fpomlALxJutNn6rKyjYbDAdcP\nQMatasdyE5/bkkbP4Iguu4CB4VF+d6aGO5bFETOXC3syblGdQQd79JZkfCqOqZqW9J0f+2iBvw8P\nrk3g7Ut1dPQNeV20d680UN85wGc3p3p9bbNiKQBvEp6kUueMGgeov6Bm1GbePu7Hq5LCWZeykF8e\nr/8nvyQAABK4SURBVPB60c/bl+rp7B/mUxuTvbqu18ncDY5h42YDlR0C36AbGWI382ReCoMjDl49\n591gsJSSnx0tIz0qmF3ZczA+5CEsBeBtMm5RVtSIMXLqP0LpfkB8mLE0Dp/fkkZVWx8HC72bzvri\nyUoyooPZlB7p1XW9TvIm8FsAJe/pLcn4lB5Q7cF9/Mf9eOmiUNYmh/PSyUocXjQSzla2c7Gmk89t\nScVms4K/08VSAN4mYxeM9BuzLUTpfli0GoKjJjzkjmWxLAoL4OfHyr0m1rmqdi5Ud/DpjSlzP7PD\nx0+5V0r2GS9ZoKUU2q5D1p2THvb05lTKWnp571qDlwSDnx0rJyzQ1wr+zhBLAXib1K1g83Fa2wai\nv13ldy8e3/3jwsdu4zObUzlR1kpBvXc6QP7gQAkRwX48mjtHg783k7kbumpVvx0jUfyues26Y9LD\n7l25iLSoYH54sNQrKaHVbX3svdrAkxuSCfKzKn9ngqUAvI1/iFICRe/qLclHuf6+av+w+LYpD318\nfRKBvnZ+erTM42JdqO7gUFEzX9iWNn/K+jN3q1ejuYGK90LMMgifPA5jtwm+tDODq3VdvO+FJoK/\n+KACmxA8vSnV42vNNSwFoAfZd0NLsdpSG4XSAyqvO2HdlIeGB/nx5IZkXj9fS0mjZ1tc//BACeFB\nvnxmPt3cofEQt0K5gYxCf4fqETWF9e/iwTUJJIQH8oMDnt0FNHUN8Jv8Ku5dGU9c2BzODvMQlgLQ\ng+y71GuxQXYBUiqXVMYtYJ+elf2VXYsJ8vPhX/YWeUysyzWdHChs4gtb01gwX6x/F5m7oeqkevAa\ngesHVPrnFP5/F752G1/amcGF6g6Oe7BL6PcPlDA86uAvbsvy2BpzGUsB6EF4MsSugMJ39JZEUX9B\nFahN4f8fS0SwH89uT+e9a42crWz3iFj/fqCE0AAfnp6Ped2Zu9UD1ygdZIv3qlYmibnT/soj6xKJ\nDfXnBwdKPCJSaVMPvz1dzac3ppAaFeyRNeY6lgLQi+y7oPok9Bqgh3rBWyDsH+5MpskzW9OIWuDP\nd/YUar7NP1fVzv6CRp7Zmk5IwBzq+jldEnIhINwYbiDHqIpHZO4Gm33aXwvwtfPcjgxOlbex96r2\nGUH/vKeQQF87X71lsebnni9YCkAvsu9SQVe9A31SwrU3VWA6aGbdE4P9ffizWxeTX97GoeJmzUQa\nHnXwN3+4TFxoAJ/fmqrZeU2F3UcF5Iv36t8dtOa0yhLLnp77Zyyf3phCTlwI33zzKr0atoo+U9HG\ne9caeW5HOpELxq9JsJgaSwHoxaI1EBIPRX/UV47mImgtgSX3zerrj69PJiUyiG+9fY3+oVFNRPrp\n0TIKG7r5+/uXzU/r38WS+6CvRfXe15Oid1Xq8iQFghPha7fx7QeXU985wPf2FWsizqhD8u13CogJ\n8efzW9M0Oed8xVIAeiGE2gWUHoThAf3kKHgLELNWAH4+Nr79wAquN/fyj+8WuC1ORUsv/76/hLuW\nx7F7WZzb5zM1mbtV24Vrr+sng5RKASRv+kj3z5mwLiWCJ/KS+cXxCk3aif/4UCnnqzr467tzrLx/\nN7EUgJ5k3w3DvVBxVD8ZCt6ApDwImf3DdmtmFM9sTeO/T1RysLBx1ueRUvI3r13Gz27jm59YNuvz\nzBn8glTaZcFbyg+vB41XoaUIlj3g1mm+fmcO4YG+/M1rVxgZdcz6PGcr2/je/hLuX71obs2E1glL\nAehJ6jbV96XgTX3WbytXYyqXfMLtU/3PO7LJiQvha7+/NOvZwf956DrHr7fytbtyiJ3LHT9nwtIH\noLdZPzfQlVdVgsBS9xRAWJAv/+e+pVys7uD/vnl1VkkDnf3D/NlvLrAoPIBvPbB87rcF8QKWAtAT\n3wDIuQeuvaFPc7iCt9TrknvdPlWAr50fPLGGroER/uLlCwwMz8xifTm/in/ZW8QDqxfxqbw53vFz\nJrjcQFdf8/7aUioFkL5z0v5Q0+X+1Qk8tyODl05V8ePD12f03VGH5OuvXqKxa4AfPL5mfseGNMRS\nAHqz4lE1ZEOPbKCCtyB+FSxM1eR0WbEhfOuB5XxwvYXP/iJ/2oNj3rvawN+8dpntWdH88yOrrG6O\nY/ELUkpADzdQ7VnoqITlD2t2yq/dkc19qxbxz3uKpj0/eGB4lK+8dI53rzTwtTuzWZO8UDN55jtu\nKQAhxCeFEFeFEA4hxIQVIkKIO4UQRUKIUiHE191Zc86RvhOCo+HSb727blcd1OTPOvg7EY/mJvH9\nx1ZzpqKdJ396itZJ3EEOh+R3p6v56m/OsyIxnB9/ai1+PpZN8jGW6eQGuvIq2P002SG6sNkE//rJ\nlWxIi+CvXrnIjw9dnzQm0NE3xFM/O8Xeaw18496lPLs9QzNZLNzfAVwBHgKOTHSAEMIO/Ai4C1gK\nPCGEWOrmunMHuw8sf0Tle3uz7P/ib9Trsoc0P/X9qxP46WdyKW7s5t4fHuMnh6/T3vvRCVFX6zp5\n5CfH+dqrl1ieEMYvPrt+/jR7mymZu8EnEK56MRvIMQpX/qDWnmX2z0T4+9h5/qlcbs2J5Tt7Crn/\nRx9wpfaj2UGd/cO8eLKSB370ARerO/nhE2t4xkr51By37jgpZQEwVTAmDyiVUpY5j30ZuB8wWK9b\nHVn5STj1YxULWPe059eTEs6/CClbIdIzFtWunBhefnYj39lTyD+9W8j39hWTlxZBz+AILT2D1Lb3\nszDIj395ZCUPr0203D6T4RessoGuvQF3/pOaGeBpKo+r9iAaun/GEhbky0+eWseeK/X8nzeucu8P\njxG1wJ/kiEDCAn05fr2VwREHOXEh/OqZPDbM9UFAOuENkysBqB7z7xpgw0QHCyGeBZ4FSE6eJ8HA\nRWshcjFc+p13FEDVCWgrg+1f8+gya5IX8vKzmyhq6OaFExWcr+ogMtiPlOQgHl6byOc2pxEWZAXz\npsXqJ1U9QPG7sPR+z6935ffgGzzt7p+z5c7l8WzKiOLl/CrKmnupbu+jqq2PR3OTeDQ3ieUJoVa2\njweZUgEIIfYD4yWJ/62U8g2tBZJSPg88D5Cbm2uwkUgeQghY+Ri8/23oqFazgz3J+RfBLwSWup/+\nOR2y40L4/x5c4ZW15iyLb4PQRDjzC88rgOF+5W7KvkvtPjxMWKAvX9xh+fb1YMoYgJTyNinl8nH+\nTPfhXwuMfaIlOt+zGMuKR9Tr5Vc8u85Al0opXPGwV25uC42w2WHtZ1R30DYPj+O8/HsY6IDcz3l2\nHQvd8UbKxWkgUwiRJoTwAx4HdKp8MjAR6arc/uwvPZvud/U1GO6DNU95bg0Lz7D2KRA2OPeC59aQ\nEvKfh5ilkLLFc+tYGAJ300AfFELUAJuAPwoh9jrfXySEeAdASjkC/CmwFygAfielvOqe2HOUDc+p\nvOsiD84JOP8iROdMa/KXhcEIXaQGspx/EUaGpj5+NtSchoZLsP4LyjVpMadxSwFIKV+TUiZKKf2l\nlLFSyjuc79dJKe8ec9w7UsosKWWGlPLb7go9Z8m5Vw2LOfEjz5y/qUDl/q/5tHVzm5V1n1M1AZ4y\nEvKfB/9QFZOymPNYVTdGwu6jdgFVJ6D2nPbnP/Y9ldmx6kntz23hHRbfCmFJylWoNd2NKvi7+lPg\nv0D781sYDksBGI01T6kMnZP/qe15W6+rAPP6z0OwlVNtWmx2lSpc9j7UX9T23OdeAMewcv9YzAss\nBWA0AkJVtsfV16BTw2SpY98Dmy9s+qp257TQh7xn1bjIgxp6U4f74czP1dCXKGvE4nzBUgBGZMMX\n1bjI/P/S5nwdVar1w7qnISRWm3Na6EdAGGz5cyjZC9X52pzz1E+gux62/qU257MwBZYCMCILU1SP\nnlP/Be2V7p/v2PcBoR4aFnODDV9UTQQPfsv9c/W2wtHvqgyjtO3un8/CNFgKwKjc/ncq5/u9v3Xv\nPF11cP5XqpVAWKI2slnoj18w/P/t3X2MVNUZx/Hvr7sUWNygG1QKS4o1iCGEKtlYEGtIEYWqwB8a\n30o12j+MYrXSGGgb2/Qt9iVtTWkxVRCMiNFVI9GoILbapNa4UBUUlC3byCKvWoTSyos8/eNckxF2\nLrPrzp575z6fZLMzs7N7f9mZO8+955x7znm3Q8eL0FF2LsbKvPgLOLgfpv64d7K53PACkFWDm+H8\n74Z54NtX9+xvmMHTcwH5qX0tarkeGofB6p+E17ondrdD26LQPHjy6N7N5zLPC0CWTZwTrhB+5o6e\nXfjz2kNhvPiUO6HJp9KtOf0GwOR54dqOV3rYX/T8D6F+AEye37vZXC54Aciy+v4w/Zfwfju8vKB7\nv7tnCzw7L1zOP+Gm6uRz8Y3/JpwxHVb+oPvXjqxZChufgvNugxNOqU4+l2leALJu1NSwatcLP4WN\nFV79eeQIPHlTGEk064/wOX+Za5YUXuPGofDodZUvKtTxV3j69jDL6CRvHiwq/2TIg1kLYdhZYQc/\nXoffx4dDk1HHS3DRz3ptvV+XYQ1NcNli2LsVVswJBwBpPtgMj8yGptPD79X5SmxF5QUgD/o3wjWt\noT9g+VXQuabr5330ISy/Al69N/QfjO+DxWVcNow4By74URg08MCM8hcRbl8HDyXz/Fz9cK8v9+jy\nxQtAXjQ0wewnYNAQWHwhtN4AnW1h9MeeLWG5wEUXwea/wKV3h6N/n/CtWCbOgRkLQl/AwnPDvP57\nt8Ghj8I8PytugXu+Cvt3wxXLwgGFKzRZT4eP9YGWlhZra2uLHSNb9m2Hv/0e1j4AB/ZC/8FwIFlQ\ne+BJcPkS+NLkiAFddO//Ex77FrxX2imsMI/QV24Mw4sHnhQtnqsuSWvMrKWi53oByKkD+8Iwzx3r\nYei4sK7w0LFh5JBzHx+CTSvhPzvgf/8Oc/2Mu9Ln+SmA7hQA7/3Jq/6NYToA57pS1w/OvDh2Cpdx\n3gfgnHMF5QXAOecKyguAc84VlBcA55wrKC8AzjlXUF4AnHOuoLwAOOdcQXkBcM65gsr0lcCSdgE9\nXRR3CLC7F+NUU56yQr7y5ikr5CtvnrJCvvJ+lqxfNLOTK3lipgvAZyGprdLLoWPLU1bIV948ZYV8\n5c1TVshX3r7K6k1AzjlXUF4AnHOuoGq5APwpdoBuyFNWyFfePGWFfOXNU1bIV94+yVqzfQDOOefS\n1fIZgHPOuRQ1VwAkTZP0tqR2SfNi50kjaYSkP0t6S9Kbkm6Nnel4JNVJ+oekp2JnOR5JJ0pqlbRR\n0gZJE2NnKkfSd5L3wHpJyyUNiJ2plKTFknZKWl/yWJOkVZI2Jd8zscxYmay/St4Hb0h6QtKJMTOW\n6ipvyc/mSjJJQ6qx7ZoqAJLqgD8A04ExwFWSxsRNleowMNfMxgATgJsznhfgVmBD7BAVuht41szO\nBL5MRnNLGg58G2gxs7FAHXBl3FTHWAJMO+qxecBqMxsFrE7uZ8ESjs26ChhrZuOAd4D5fR0qxRKO\nzYukEcCFwLvV2nBNFQDgHKDdzDab2UHgYWBm5Exlmdk2M1ub3N5H+IAaHjdVeZKagYuB+2JnOR5J\ng4HzgUUAZnbQzPbETZWqHhgoqR5oAN6LnOdTzOwl4IOjHp4JLE1uLwVm9WmoMrrKamYrzexwcvfv\nQHOfByujzP8W4LfAHUDVOmprrQAMB7aU3O8kwx+opSSNBM4GXombJNXvCG/II7GDVOA0YBdwf9Jk\ndZ+kQbFDdcXMtgK/JhzpbQM+NLOVcVNV5FQz25bc3g6cGjNMN1wPPBM7RBpJM4GtZvZ6NbdTawUg\nlySdADwG3GZme2Pn6YqkS4CdZrYmdpYK1QPjgYVmdjawn+w0UXxK0nY+k1C0hgGDJH0jbqrusTCc\nMPNDCiV9n9D0uix2lnIkNQDfA+6s9rZqrQBsBUaU3G9OHsssSf0IH/7LzOzx2HlSTAJmSPoXoWnt\na5IejBspVSfQaWafnFG1EgpCFl0AdJjZLjM7BDwOnBs5UyV2SPoCQPJ9Z+Q8qSRdB1wCXGPZHv9+\nOuFg4PVkf2sG1koa2tsbqrUC8CowStJpkj5P6EhbETlTWZJEaKPeYGa/iZ0njZnNN7NmMxtJ+L++\nYGaZPUo1s+3AFkmjk4emAG9FjJTmXWCCpIbkPTGFjHZYH2UFcG1y+1rgyYhZUkmaRmi+nGFm/42d\nJ42ZrTOzU8xsZLK/dQLjk/d0r6qpApB08swBniPsQI+Y2ZtxU6WaBMwmHE2/lnx9PXaoGnILsEzS\nG8BZwM8j5+lScpbSCqwF1hH2y0xdtSppOfAyMFpSp6QbgLuAqZI2Ec5i7oqZ8RNlsi4AGoFVyX52\nT9SQJcrk7ZttZ/tMyDnnXLXU1BmAc865ynkBcM65gvIC4JxzBeUFwDnnCsoLgHPOFZQXAOecKygv\nAM45V1BeAJxzrqD+D6wh2IgQzJklAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115f43b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aagPRXBx9jm7ZmP44+hw9YFgGc/fIC33nxjJYVty3Zo6t2/M1kla1H+lCqYSr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\ne5tSLC8Kn5K218LYBRh0BprD7LqunH6vq871z8xWL9BYcj7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NlVkkxolqULAQyTkElVgK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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117d7ae48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "style = ['darkgrid', 'dark', 'white','whitegrid', 'tricks']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sns.set_style(style[0], {'grid.color': 'red'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ocQgnNVJWzuvIP+zWwsPevAvOmWv5Xdjt+/i9CyMIArfvr0cmS+Hs4ALX4vCe\nhfgSQukIOmytojH9MXTY2kDRFCa2yAs9fWUWNM3vUzPD6un5kpxWtR2JbL6Eq9PcDL1Kz7U4rNJp\n2960fWFkEcl0Dif21YMkhfO9lpXzDayZtjc2lcSTWVwYXUKtTYfWRv6eLhhO7KsHSRA4fZWd/qdi\nhjFpM194McGY6UeDG8dTZHMUTl+ZhU6jxPFu/lsNDrZXwWpU4/X+OSTTu68SJSVGAxOgaApdIjJp\nMzDr9cgWWTaMSfv2ffwLcNwKWTnfABMINOLfeCd2bngBmSyFE/vqBXG6sho12N9aCe98BL6F4ru4\nSAEmGKxDhMq5xeKAglBgbJNgxyvjKwhG07itrw4aNf8LVCgVJO480IBEKofzw0tci8NrxOhvZqjT\n18CiNmEkML5hWdfFYALDviA6m62osQnLaiAr5xuo1VfDqrFgJDC+YV7omWvzIADcxsM0k81YCwyT\nT8+bQdEUxgITsGmsgi7ZuRlqhRpOsx1TkVnEM4mbXmdcNXcd5LerZj237cvP6zcH5zmWhN+MBiag\nUajhNAsjhWg3EASBDls7Iuko5mI3u+7OMKfm/fwN3N0MWTnfAEEQ6LK1I5qJYSZ6vTKb98cxPhNC\nt9PGizraO2VfayXMBjXeHJhHJitXDNuImeg8Ytk4Om1tgrCIFEOHrQU0aEyErvc7RxMZXJtcgb3G\niKZqI0fS7Z4aqw5tjRYMeQIIRFJci8NLwukI5uOLaLE4BV+yczNWqzveYNqmKBpn+uegVStwS2cN\nF6LtCVk5b8BmpTxf788r6xP7hLULUyryBSViySwujsq5oRshxhSqG1n1O99g2j4/vIgcRePWXuFY\ngxhu7a0FDeCtITngcSOYxhAdVvHO6y4mKOwGV+Sg1w9/OIVj3bWCcNXciKycN6CT8TuviwCkKBpn\nrs1Dq1bgcEc1V6IVze1yzvOWSEE5u8wOKEnlTX7nNwfyrppj3cI7XRztqoGCJPDGgGza3gjmWbfZ\nWjiWpHTYtFbU6KswHpxEjlqzDL4mYJM2ICvnDbFoTKjVV2My5Fl92EO+vOnsWHcNNCrh7cLqKw2r\nJsBgVDYBridH5TAWnESNvgo2LfftEUuFSqGCy2zHdHQOsUKJ2pVQEqPTIXTarYJy1TCY9Gr0uSrg\nW4hiRs55vonR4CTUpAoOE7e95ktNp60dyVwK3ki+m1osmcHF0WXUV+rRyqOmRLtBVs6b0GZtQSqX\nxnQ0f9KOVDYeAAAgAElEQVRkAmaEZtJez7HuGtDImzFl1vBFppHKpUUZpX0j7bZW0KAxHpwEAJwt\nmIOFaNJmeFshOPNN+fR8HZF0FPOxBVH7mxnWTNt5S8HFkSVkcxRu66sTbAyJrJw3oa3QkWgsOIlk\nOouLI0uoseUDUITKLV01IAC8JSvn62BSqMSY33wjjO+R8Tu/OTAPpYLAkU7huWoYDrRVQaNW4Ozg\ngtzkZR1jhQ1Yu4hdNQxMBzlm08mscUcFkLO/GbJy3oR2a95HMx5048r4CtJZCse7awW7CwPyOc+d\ndivGp0NyP9x1MP5m5pmLGafFDhWpxFhwEtOLUUwvxbCvpRIGHpeh3Q6NSoFbOqqxHEpifDrEtTi8\ngVFUUpjXJrURdYZaTIa9CMYSGPIE4Ko3CabJxUbIynkTbForKrUVmAi6cW44b/o72iW8gJkbYXaS\n5+TTMwAgk8tgMuRBo7EeJrVw0oiKRUUq4bI4MROdw+kBDwBhm7QZmHt4Uy5Tu8pYYBIqUgWHWdz+\nZoY2qwvpXBovDQ2Comkc7RLuqRmQlfOWtFtbEM8mcG3Og7oKPRqrDVyLtGeOdFaDJAi8NSQrZwDw\nhKeQobKSOF0wMKbtc9ND0KoVONBaybFEe6fbYYPFoMa5oQW5zzOAaDqG2dg8Wiz5CH0p0GbJm7Yv\nzuS7r93SJVxXDSAr5y1h/M6UfiXvrxWwSZvBrFej22GFey6MpeDNlaKkxkTIAyAfACgVmHSxuHIB\nRzqqoRZg9sGNkCSB4z21iCWzuDa5wrU4nLNm0ha/v5mBWa+XsrNoaTCjyiJckzYgK+ctYRZshckv\nCpM2A2PalqO2sdqlqdXq5FaQMuIwN4GklSBNflGYtBmO9+Tn9YURudb2WjCYdDadNq0VBtIM0hTA\nLQIOcGSQlfMWmBQW0GktlOYgGquEVTR9Kw53VENByqZtiqYwGfKiRl8Fs9rEtThlgyQUoGM2kPoo\nGuvFY/J01plgM2lweWxZ8qbtseAkVKQSDhHW096SWCUIZQZ2B9eC7B1ZOW/BNbcfuYgNtDKFxYR4\nyl4adSr0uirgXYhgIRDnWhzOmInOIZlLorXgq5IKkzNhpAP5YiveiI9jadiDIAgc6ahGPJXFiC/I\ntTicEcvEMRudh8vsgEoi/mYACMXSCM7n44KWs8Lv8y0r5y04N7wIKmwDsObDEQuMmV7Kp+fxVZO2\ntJTzhdFFUNG8cp4IergVhmWYfO0Lo9I1bY8HJ0GDFnXJzo24OLKI3Op67d7mr/mPrJw3IZXJ4erE\nMqxEviLYmMiU86H2aigVBM5JuGHAajCYhE7ONE3j4ugSVOlKkAS5+hmIhfYmK0x6FS6OLoGipFmQ\nhFmrOiQU5AjkD1N0Sg+jypjfoAi8II2snDfh2sQK0hkKx1taYVQZMB50C/5hr0evVaLPVYnppRgW\n/NIzbdM0jYmgGxa1SZT9mzdjeimGpWAS+101sJua4ItMI51Lcy0Wa5AkgUPtVQjH0piYlWZBkvHA\nJJSEAk6znWtRykYomsKIL4j2Jis6bC0IpSNYSgg7al9WzptwfqRQ/q2rFm3WFgRTIawk/RxLxS6H\n2qsAAJfGxONP3ylLiRWE0xG0WF2iSJHbKRcK8/pIZzVaLU5QNAVPeIpjqdjlcEfeZSPFqO1kNonp\n6Bzs5maoFMKt+rZbLo4tg0a+RDGTZTMhcNO2rJw3IJ3J4cr4CmqsOthrjasFKsYE/rBv5EBbFQgA\nl8akt4gxX1wpmbQB4OLoMpQKAvtaKlfTx8Tmd+522KDTKHBxdElU1q6d4AlPgQaNVouTa1HKyuXC\nAeNQe9VqvrPQ/c6yct6AQW8AqUwORzqrQRDE2sMOiMvvbDao0dpkwfhMCOG4eEybO2E8JL1gsMVA\nHNNLUfQ4K6DTKNFSWMAnQsJexG5EpSRxoLUKy6EkfAtRrsUpK8yms8UiglyiHZJIZTHk9aO5xogq\niw71hlrolDrBB/EWpZwpisKXvvQlPPLII3j88cfh9Xqve/3b3/427r33Xjz++ON4/PHHMTkprA+J\n2YUdLJh9G4x10Cm1olvEgPxOk6aBK+PSMm1PBj3QKrRoNIqnCMd2XBzNP+PDHfmIZpPaiFp9Ndwh\nLyhaXHnBzD1KLWp7MpRfi1skdHIecPuRzdGrbjqSINFmdWI56UcwJdy4g6KU8wsvvIB0Oo1Tp07h\n85//PL7yla9c93p/fz/++q//Gk8//TSefvpptLQIJ2qQomlcGV+GUadCa0O+PSRJkHCZHVhKrCCS\nFtdO/FB7fhG7LCG/cygVwWJiGS0WB0hCOsaji6NLIIi1TScAtFqcSOZSmImKqxfyvpZKqJQkLkpI\nOeeoHNxhL2r1NTCqhd8HYKdcuuEwBaxVdxSyabuolenChQu44447AAAHDx5Ef3//da8PDAzgm9/8\nJj784Q/jn//5n/cuZRnxzkcQiqVxoLUSJLkWKMTsRCdFlnpSV6FHfaUeA24/Upkc1+KUhQkJmrSD\n0RTGZ0Job7LCrFev/r6l8BmIzSqkUSvQ56rA7HIMcysxrsUpC7OxeaRyabRKyKSdoyhcnViGzaSB\no3atyh9TWEjIyhl0Efzpn/4p/fLLL6/+/6677qIzmczq/7/+9a/TKysrdCqVoj/96U/TL7744rZj\nZrq6aRrg/Ofp2x6j7/vcT+gzbbde9/trvQ30h575A/rpx27lRK5S/vyf2x+n7/vcT+izLUc5l6Uc\nP099/AT9oWf+gB7squNclnL9/Hz/u+n7PvcT+rlD9133+7laM/2hZ/6A/upn3sm5jGz//Lb7bvq+\nz/2EfvboQ5zLUo6fX7y7l/7QM39Av3hXJ+eylOvnWmMPfd/nfkL/w8nfv+73GQVJP/avn6L/5MkP\nci7jlj9bUFRtN6PRiFhsbTdKURSUSiWj7PHxj38cJlN+F3PXXXdhcHAQb3/727ccM3D6bDGibEp1\njRlLi+Fdv+/1p96CciWG5pd/jiX12sdjyaZAvvoX6H/8ASx97ddsironir3P9XROh4DvXsDLX/p7\nuN7XzZJk7MLGfTL0v/U1KGMLsLw0gCWepZuweZ/rOX3qMuD2o/3Zf8HSum49JE3DdOavMHD3YSz+\n2Q/LllZWqvtcjyuRAfG/XsXrH/5/cPfPvl3Sa21GOe6T4Ur/vwGLV1D9nZ9jSV/exg/lvM/1vPTb\nMeDcFLr+xxew1PI3171mv/BPmFR7MDW7CK1Sy8r12L7PrZ5SUWbtw4cP4/Tp0wCAy5cvo6OjY/W1\naDSK++67D7FYDDRN4+zZs+jr6yvmMmVnOZTA1GIUXQ4btOrr9y1apQaNxnr4wtPIUFmOJCwNLQ1m\nmPUqXBlfFn1VpUQhD9QhoTzQZDqLYV9gNZp1PQRBoNXiQigdhj8Z4EjC0mDUqdDWaMHETAjRRIZr\ncUrOZMgLo8qAGl3V9n8sAmiaxuWxZWjUCnTZbTe93mJxgAYt2Dz+opTzPffcA7VajUcffRRPPvkk\nvvjFL+L555/HqVOnYDKZ8NnPfhYf+9jH8Nhjj6GtrQ133XUX23KXhCvj+Yoyh9o2ntwtFgeydA5T\nkelyilVySJLAgbYqhOMZTM6Wf/dbTjwhXz4PVEL+5kFPANkcjQNtlRu+vprvLLJ4CgDY31oJmobo\nezz7kwEEUkG0WpySKaozuxLHYjCBfa4KqJQ3qzImncwd8t70mhAoyqxNkiS+/OUvX/e71ta1pt4P\nPvggHnzwwb1JxgGXC+lEBzZVzk68Mv06JkNe0aUqHGqvxqtX53BpbAltTRauxSkZTECflPJAr07k\n5/X+1o3nNVOwYiLoxrG6w+USqywcaKvCD1+ZxJXxZbxNRL2rb2SyUEimRUJ9yS8XiicxGSc34ip8\nx4W66ZROHsk2JFJZDHsDsNcaUWHe2D/BLOiTAt2JbUWP0wa1ihR9KU93ON8i0WWWhnKmaRpXJ1Zg\n1KnQUm/e8G+ajA1QK9SCXcS2orHKgEqzBv2TfuQoceVyr2dCgvnNl8eWQRIE9rVubBEyqY2o0VXB\nHfIJMo9fVs4F+t1+5CgaBzc5NQNAhdYGq8aCyaAHYisLqFYp0OuswLw/jnmRNsKgaArukA81uirJ\n5IH6FqIIRtPY13J9auB6FKQCLrMdc7EFxDLievYEQWB/WxXiqSzGp4VbkGI7JkMeKEklmk2NXItS\nFkLRFCZnw+hotsCo2zx2xGVxIJlLYj4mvNa4snIucGNVsM1osTgQyUSxnBBXEwxgzZx/bUKc/rn5\n2CKSueSquUsKXJlgXDUbny4YmBOXUP1zW3GgYM6/ItJ5ncwmMROdg8PUBBVZlKdScFydWAENbHmY\nAtZcNkKsTyErZ6wlsluN6usS2TdCrMVIgHxVJQC4KtLgGUbxSEk5X51YAUkQ6HNt3RaT+UwYs7+Y\n6LJboVaSoi1R6w7ngxylZNJm1qj92yhnl4BdkbJyBjAxE0YsmcXBtqptIx3X/M6eMkhWXmwmDZpr\njBjxBZBKi69a2FrdYWko53A8DfdsGO1NFui1W6eNuczNAMR5clarFOhxVmCuEN0rNphgsFaJBINl\ncxQGPX7UWHWotem2/Ns6Qw10Sq0g57WsnLGWZrFZNOt6mowNUJMqQe7EdsK+lkpkczSGfOLKeQUA\nd9gLrUKDekMt16KUhWsF09/+bUzaAKBX6VGnr4EnLMzgme1gPoOrIjw9T6xmIDg5laNcTMyEkEjl\nsK+lctvDFNMXYTGxLLi+CLJyRl45KxUEuhzWbf9WQSrgMDdjLraAeEZ8u/D9hchHsfmdo5kYFuJL\ncJrtkml2wfhYd7LpBPImwFQujbnYQinF4oT9BZeN2PzOFE3BE/ahVl8Dg0rPtThl4WrhGe5r3dpV\nwyDUfGdprFJbEIqm4FuIor3JelNVsM1osThBgxalf6610QydRpkPuBBRRLonVEihkohJO5ujMOBe\nQZVFi4bKnS3aLosdgDD9c9tRYdbCXnDZJNPiqfA3F1tAKpdefXZSIH+YItG5QVWwjRCq31nyyvna\nZD7qmgmG2glrOzFPKUTiFAVJotdVgZVwEnMr4kmrkVow2Ph03vR3oHX7OAoGJvdbaCeMnbK/rQrZ\nHI1Bj3hcNsyzapFI3r4/nMT0UgxdDis0KsWO3uM0N4MAIStnodHvZkwkO1fOa5VnhPWwdwpjArwq\nIhMg88V0maVxwmCe3U78zQyrwTNhcc7rA4XvuJiithnrnVMiJ2cmPmg3hymtUpvvixCZQlZAfREk\nrZxzFIUBtx+VZs2OTX8AYCgEz3hFGjyzryXvyxFLPeIclYMnMoU6Qy30qq2jO8XC1ckVqFUkuuzb\nx1EwkAQJp9mOxfgyohnx9UB21Zth0CrR7/aLxmXjDvmkFeRYsHTu34VyBvLWzgyVxXR0thRilQRJ\nK2f3bASxZHZHUX834rTYRRs8YzHmG5ePTgWRSAlnp7kZs7F5pHNptEjk1LwSSmJ2OYYuuw0q5c5M\nfwzOwmfE+OjFBEkS6HVVIBBJYXZZ+JuPeCaOhfgiHOZmSQQ5ZnMUBjx+1Nh0qK3YXfCbEP3O4n+i\nW8AksvftchcGrJlHxbiIAXkzf46iMeQVvn9uzd/s5FaQMrHqqilmXou4GAkA9Lnyn0m/W/gV/tyF\nVohScdWMTYeQSueKmtdrxaNk5SwIrk2uQEES6HbsLOpvPWJfxFZTqkRg2p4sbKBaJOKXYxTPdlXB\nNkLMxUgAoK/gsukXwbz2SCzIsRh/M0Ol1gaTyiiow5RklXM4loZ3PoL2Jgt0mt3Xo6031EKtUItW\nObcU/HNiSKlyhzzQK3Wo0W/cWk5M5CgKg54Aqixa1GxTPWkjxF6MxGrUoKnaiJGpEFIZYVfBWw0G\nk8jJ+drEClTK3cVRMBAEAafFjkAqiGBKGA1QJKuci4nSXg9JkHCamjEv0mIkJEmgr6USgUgKM0vC\n9c+F0xEsJ/1wWqRRfGRyNoxEKou+IuIoGMRcjATIBzxmcxRGfEGuRSkapviIVDqs+cNJzBTiKNQ7\nTKG6kVVXZMEdwHfEv1ptQjH5zTfCpC94I8J42LuFMYsK2T8ntTzQfmZeF2HSZhBzMRJg/bwWrml7\nMb6ERDYpmRSqq6sm7b3Pa6GYtiWpnCmKRv/kCmwmDRqrit91ij0orLewiA0IeBFjdslS8cv1u/1Q\nkAS6ioijYBB7MZK2pnwBC2YjI0SYOAqXRDadAywcpuymJhAgBJPHL0nl7J4PF1KoKoo2/QFrJ2ex\n+p3X++fSAvXPuUNeECDgMDdxLUrJicTT8MyF0dpYXBwFg9iLkTB+y3l/HMsC7VLlCTPBYOI/Oeco\nCoPe4uMoGLRKLeoNtfCFp5Gj+L+eSVI5M7swJq2iWMxqEyq1FfCEfIIPmtqMPlfePzc6LTz/HEVT\n8EWmUWuogU4p/uIjg54AaOzN9AeIvxgJsJY+KVSXjTvkg5pUocFQx7UoJcc9F8nHUbj2dpgC8puZ\nNJXBrADiKaSpnD1+EATQ4yze9MfgstgRy8axlBBPScD19K6mnghvEWOaAjgL6UFih/Gh7nXTCYi7\nGAmwtoERonJOZJOYiy3AYW6GgiwuOEpIMGlvvXuIo2BwFtwAHgFYhSSnnBOpLCZmwmipN2/bgH4n\nMIuYW6SLWEeTBWoliQGP8BYxRrFIIdWEpmn0u/0w6VVorjXuebzV4BmRumxqbHrUWHUY9PiRzQkr\nZcwbngINWhLzGsgfpkiiuHoUN+JczePn/7yWnHIe9gZA0TQruzBA/IuYSqlAh92KmaUYApEU1+Ls\nCuaZSKGC0vRSDKFoGr2uCpB7NP0BgKOwiAkl7aQY+loqkEznMDEjjLxXBreE2p/GkxlMzobR0sDO\nYarOUAOtQiuI9Vpyyrm/cAJkSzk3GRugJJWiDQoDgD4nE7UtrNOzO5z3y0mhKcBq3j4LJm0AMKoM\nqNFVwROeEmUxEkC4pTwZk6wUTs5D3gBomr31Oh9P0YyF+BLiGX63xJWcch5w+6HTKOCqN7MynpJU\notnYiJnoHNK5NCtj8o3VlCoBmbYT2STmY4sS8suxu+kEAIfZjkQ2gaW4OOMpuhxWKEhCUMqZpmm4\nwz5Uam2waExci1NymAMBm/PaaRFGMRJJKefFYAKLgQS67DYoFezdustiL0QGz7A2Jp9oqDLAZtJg\nwO0HJZCodF94WjJ+uVQmh7HpIOy1RpgNatbGdVoK/jmRWoW0aiXaGi3wzUcQTWS4FmdHLCVWEMvE\nJTGvmTgKnUYJVz17G5FVvzPP57WklPPgHhoCbMVaUBj/IwCLgSAI9DorEE1k4FuIcC3OjpBSE/rR\nqSCyORq9TnbntdDKHRZDj6sCNIBBgViFPBKa14uBBJZDSfQ4bFCQ7KkqoWQiSEo5l8JEAog/KAxY\nXy1MYIuYBNKomGfSw/K8bjTWQ0kqxT2vCxsa4Sjn/EZJCifn/hKt1ya1EVW6St43d5GMcs5RFIZW\nq8zsrlH3dtg0VljUJkGE5xdLj9MGAsJQzjRNwxPywaaxwqqxcC1OyRnw+KFSkuhoYvde8/EUDYV4\nCmGYfXeLs84Eg1aJAXdAEIWEPGEfFIQCzcYGrkUpOaU6TAF5q1Cc5/EUklHOnrkI4oUqM2xDEASc\nZjtC6TACSeFV0toJJr0ajjoTxqZDSKazXIuzJf5kAJFMVBKn5mA03zWso9kKlZL9wDdnIZ5iSqTx\nFGShn/tKOImFAL9LeWaoLGYis2g01kOl2HtaEZ/J5igM+QKotelQbWW/up8QgsIko5xLuQsD1vkx\nePyw90pfSwVyFI1hnrfak5K/mTHHsu1vZliNpxBARaVi6RGIy2Y6MossnZOESXtyNoxUOley9dpl\n5n9fBMko5/5CyU42qsxsBBPZKgn/HM8XMY+EmtAPuAMA2ClFuxFS2HQKxe8spTiKUvmbGVbjKXgc\nxCsJ5RxPZjE5w16VmY1g2pGJWTm3NFigVvG/lKcnNAWSIGE3NXItSkmhaRqDXj/MehWaavZesnMj\nKrU2GFUG3ke27oVqqw41Vh2GfQFel/KUUqT2YKFkZ5e9NJvO1foUsXne1qeQhHIe9hVKdpbI9Afk\n25HVGWoE046sGFRKEp3NNsytxHlbyjNLZTEVnUGjsR5qBXs5v3xkZjlfsrPHyU7Jzo1g4ikCqSBC\nKWGk0RVDj6sCiVQO7rkw16Jsiic8BZ1Sh2odO1Xg+EosmYF7LoyWRvOeWp9uh9PcXIinmC3ZNfaC\nJJTzAMslOzfDac63I5uPL5b0OlzSWzCf8tUEOBOdQ5bKSsKkzbgXekq46QQkkirI8xK10XQMy4kV\nOM3NIAlxL9vD3mC+ZGeJ57XTzG9XpLifcoFBTwBaNXslOzdj9WGL2ATIKAK+mrbdIen45QY8eX9z\nOTadAH8XMTbodlhBEPm1go9Iyd/MbPxLFUfB4OT5plP0ynkllMSCP856yc6NkMIi1lhtgMWgxqCH\nn3mhUinSkMlSGJkKoL5SD5tJU9JrOcyFeAoRbzr1WhVa6s2YnA0jnuRfqqBU5jWQV87lOExVaitg\nVBng5Wmwo+iVM7ML6y7xLgwA6g21UJMqUUe2EgSBHqcN4VgaM0sxrsW5CW/YB51Sixp9FdeilJSJ\nmRDSGarkpj8A0Cl1qNVXwxsRb4cqIG8Vomgawz7+nZ4ZBeIQ+cl5OZTAQgn6H2wEQRBwmJuxkgwg\nko6W9FrFIHrlPFDiPND1KEgF7OYmzMUWkMwmS349ruCraTuWiWMxsQyHSfx+OeazZ7tk52Y4zXak\ncmnMx0QcT8HT7ms0TcMbnkKVtgImdWmi8vkC41YotUmbgc9+Z1GvYBRNY8gbgNWoRn0luyU7N8Np\ntoMGDV9kuizX44Ke1bxQfp0wmNOFFFJNBtx+KEgCnc3WslxvrUMVf/NC90pLgxkatYJ3efxLiWXE\nsnFJzOs1f3P5Np0AP+OERK2cpxejiMQz6HVWgChRqsmNOFZ3YuI1bdtMGtRX6jEyFUAmyx8zp1SC\nZqKJDLzzEbQ2lDbVZD3MIsZX/xwbKBUkupqtWAgksBLij+VLKv5miqYx6Amsri/lgM/rtaiV85qJ\npDy7MEAabfaAvJsgnaEwMRPiWpRVpLKIDXsDoFE+kzYANBjqoBJ5PAWw3irEn9OzVDadUwtRRBMZ\n9DhsZTtMGVR61OiqeBlPIWrlPFCmkPz1WDUWWNQmXppJ2IRRDINefixijF+uUmuTgF+ufHEUDApS\nAbupEbPReaR4WlGJDdbmNX9cNp7QFBSEAk0i70Q1WOY4CgaH2Y5ENolFnnWoEq1yTitUGJsK5lN/\njKVNNVmPFDpUAUBnsxUKklit7cw1K0k/opmY6KNZgbxFSKdRwFlvKut1HebmfDxFWLzxFA2VeliM\nagx6/KB4kCqYyWUwHZ1Fk7FB9J2oyu1vZmDiKfjmshGtch5q6EI6S6HHUd4HDUijWYBOo0RLgxme\n+TBiSe57/XpWi4+I26S9FExgMZhPNVGQ5f36rvqdI+Kd1wRBoMdRgUg8g+lF7tNrpqOzyNG5VQUi\nVjLZHEanQ2gq1FEoJ3yN2Batcr5iPwAA6HWVz6TNIIUOVUDerErTwBAPorY9EWn4m7k6XQDSqIAH\nrK0ZfMhGkEocxdh0CJksxcm8bjQ2QEkoeLdeF6WcKYrCl770JTzyyCN4/PHH4fVen17x4osv4uGH\nH8YjjzyCZ599lhVBd8slxwEoSAIdZUo1WU9zoUMV38wkbLMaPMMD/xzTiarZJHa/XHnzQNdTobXB\npDKK2iIEAN0O/sRTMApD7O6aAQ43nSpSiSZTI6ajc0jnuLcCMhSlnF944QWk02mcOnUKn//85/GV\nr3xl9bVMJoMnn3wSTz31FJ5++mmcOnUKy8vldbRHExlM1LaitdECrbo8qSbr0RU6VHkj4u1QBQCu\nBhO0agXnka2rnagMdaLuRMXk7dtMGtRVlCfVZD0EQcBpaS50qOJv96a9YjNp0FBlwOhUkPNUQU94\nCnqlDjU6cVe8G/QEypq3fyOOQoeq6Sh/OlQVpZwvXLiAO+64AwBw8OBB9Pf3r742MTEBu90Oi8UC\ntVqNI0eO4Ny5c+xIu0OGvQHQBMnJ6YLBabYjnUuLukOVgiTRZbdhMZDAcjDBmRxMJyqHyIs0MKkm\n5czbvxGHSfzxFEDeMsF1qmA0k+9E5TA3c/a8y0E0kYFvPoK2Rgs0agUnMvDR71zUsTIajcJoXEtX\nUSgUyGazUCqViEajMJnWokgNBgOi0e0DK2x3HodyeKgYcW6C7HsnyHf+IU5++gFUL3tYGXO37HtH\nN9749F1Y/tSDOPgiO/e1GdU1pS0QvxXHDt6Lyyc/Dd9DH0F3/wslvdZm93nxnl7giTuw78+fRPUr\nnyipDOVgs/s8fcsHgDs/juN//Seo/uTpMkuV5+C+Jvz7n92Hxb/6Y1Q/89aexuJy3m7H21y34IUP\n/Dk8f/xF3PH69/Y0VrH3OX2wGfjCvej51vdQ/f3P7UmGclDsfY603wb6/v+Mo//371H92R+wLNXO\nOFJrxnf+7jHMfftvUf31e7f8W1bn7RYZAUUpZ6PRiFhsrekBRVFQKpUbvhaLxa5T1psROH22GFE2\n5BBN49suB7IeH5ZYG3V3VEZmgXNfQ/9f/AkOPPPBkl2nusaMpUXuTIyOlRjwrbN464+/jMMP/Khk\n19nqPvsHTwHzF1D57X/HkqG2ZDKUg63u861nLgGeAJp+8SMslTmilcGSSQCv/gWGPvk7WPpfxW/G\nuJ6321GXyoL82qs4/9Cn8J6ffKPocfZyn1cmfw14XkDNX/4Dlv6hu2gZysFe7vPNXw4Dl2fh+OZX\nsdTwFMuS7QySpmF49S8x8o7jWPqvP97079iet9VbyVTMgIcPH8bp0/md++XLl9HR0bH6WmtrK7xe\nL4LBINLpNM6fP49Dhw4Vc5miIQgCtji3OcZrHar4YyYpBXUV+ZaFg54AZ3mhnrAPWoUWtfqtprqw\nSeVB8pcAACAASURBVGdyGJ0KoanaWPZUk/XoVYUOVeFp3lVUYhOdRomWRjPcc9ylCnok0olqwO2H\nTqOEq447S8pahyo/bzpUFaWc77nnHqjVajz66KN48skn8cUvfhHPP/88Tp06BZVKhS984Qt44okn\n8Oijj+Lhhx9Gba2wTzPFoCAVaDYxHapSXItTMvJ5oTZEE9zkhcYzCSzEl+AwN4m6E9X4TAjZHMVp\nHAWD02xHMpfEYpwru1R5YFIFh73l3+ivVbwTdyeqxWACy6Ekuh02kCS3fnXG78yXLJuizNokSeLL\nX/7ydb9rbW1d/ffJkydx8uTJvUkmApyWZkyE3PBFptFha93+DQKlx1mBM/3zGPD4Ya8tb9UqpiCG\n6E8XHKaa3IjD3Iyz8xfgDk+hTuBuhK3ocdrw3GtuDHr9ONJZXqvMUmIFsWwcXRXtZb1uuRnkoMTy\nZjBdvzxhH/qquHcjiPeowQOk0MkHWPticVG0wROSRpEGrlNN1sPHyNZS4Ko351MFOWghudrsQuQZ\nCMxnW8468ZvBtw5VsnIuIVJZxCxGDRqrDRibCiKTLW9etxQ69vAh1WQ9jcZ6KEml6DedSkU+VXAh\nkMByqLypgl4JVAajqHzefqVZgxqbjmtxYFQZUK2rhCfMjw5VsnIuITaNFWa1iTc7sVLS46hAOkth\nfLp8eaE0TcMT9sGmscKi4W9azl4ZYlpE8sD0BwBKUolmYwNmeFZRqRR0c2QV8oTzFe/E3InKtxhB\nLJlFD4d5+zfiNNuRyCawxIMOVbJyLiFMBGAwFUIwxZ++x6VgtR5xGUt5riQDiGZioj41A/loVqD8\nrfS2wmm2FyoqzXAtSknp5aC/c4bKYjoygyZjPdQi7kS1Oq95YNJm4JNpW1bOJUYKHaoAoKPQQrKc\ni5gU/HI0TWPQ44ee41STG3FIpAlGfWX5UwVno3PI0jlRm7SBNWtEt4MfFiGAX+u1rJxLjFQ6+WjV\nSrQ2mOGZiyCaKI+pc83fLN5FjE+pJuvh0yJWSgiCQI8znyo4tVCeVEG3BJpdpDM5jE2HYK8xwsxh\n3v6NNJn406FKVs4lxmHOd6jiw8MuNT2uCtDI1zYvB0wnKrupsSzX44JBHpq0AaBKVwGjyiCJeV1u\n07YUMhDGppm8fX7NaxWpRKMpH0+R4TieQlbOJUanzFdU8kXEXVEJWNdCsgyLWI7KYSo6gwaRd6Ia\nKJj+enkSDMZAEASc5masJAMIpyNci1NSugvzeqBMytkb8UGn1KJGL95OVKv5zS5+zWsgvynK0TlM\ncdyhSlbOZcBptiOVS2M+Jt4OVQDgqjdBp1GWZRFjOlGJORgsR1EY8gZQZdGixlb+FpHbsWraFrnL\nxmJQo6naiNGpENKZ0qYKxjNxLMaX4TA1i7ri3YDHD6WCQHsT93n7N8KXFFjxPn0e4bTw42GXGgVJ\notthw1IwicVAvKTXkoK/2TMfQSKVRS/PTNoMUvE7A/lshGyOwliJUwU9q/nN4t10huNp+BaiaG+y\nQqPiPm//RvhSxlNWzmWAT+H5pYYxvw6UOC90dRETcaT2IA9TTdbj4MkJoxyUy+/slkAGAvMZ8nXT\nWa2rgkGp59wiJCvnMtBoqIeKVEpjESt84QZKXPJQCp2oBjwBEOBXqsl6pNKhCgDam61QKoiSu2yk\nYBEa4FHJzo1g6lMsc9yhSlbOZYDpUDUbnUcql+ZanJJSY9OjyqLFkDeAHFWaBTueiYu+E1UyncXE\nTAiOOhOMOv4WomA6VC2IvEOVRqVAW6MFvoUowvHSfIdpmoY3NIUqEXeiyuftB2DSq9Bcy9975INp\nW5wrGw9xmptBg4YvPM21KCWn11WBRCoLz1xponi9hc9QzKeLEV8QOYrmremPgXkGbpEHhQFrVqGh\nErlslhLLiGXjojZpz67EEYik0OOsAMmTkp0bsb5DFVfIyrlMuCwOANLyz5XKtC2FZhd8ahG5FVIJ\ndgTWnkWpTNseCTS7WIuj4KerhoEPcUKyci4TLjP3O7Fy0e20gSBKuYhJIWgmALWKRFujhWtRtkRK\n8RSOWhMMWiUGPX7QJSjlyVgfxKycmTWBr/5mBqPKgCqOO1TJyrlMWDUWWNQmuEPeknyx+YRBq4Kr\n3oyJmTASqSyrY+c7UU2hQmuDWW1idWy+EIikMLscQ0ezFSolv7+iUoqnIEkC3c4K+MMpzPvZTxX0\nhH1QEgo0mcTZiSqTpTDsC6C+Uo8Ks5ZrcbbFxXGHKn5/80UEQRBwWhwIpSOi71AF5E2AFE1j2Meu\nf24l6Rd9Jyq+R7PeiMtsl0w8RV/B79zPsssmnctgOjqLJlMjVKSS1bH5wsRMCOkMxfs4CgbGMufm\nyCokK+cywpi2uXrY5aSvRClVHgmZ/voEtohJwbRdqnk9HZ0BRVPi3nQKbF5zvV7LyrmMrEW2ejmW\npPS0NJihUStYL0Yi9qAZCgQG3H7YTBo0VBm4FmdH8KXcYTmoMGtRX6nHsC+ATJY9XyTjb3aJdF4D\n+Q2NgiTQ2czvYDCGRmMhnoKjTARZOZcReyEvVwqVwpQKEt12Gxb8cSyHEqyN6w77QBIkmkXaiWqi\ntgXRRAa9rgoQPE41WY9NY4VZbZLEvAaAPlcl0hkK49NB1sYUe5BjNJGBdz6C9iYLNGr+lezcCCWp\nRLOpCTPROU7iKWTlXEY0CjUaDHWYikwjS7EbKMVHmHSJQZZOzxkqi+nIDJqMDVAr+FuYYy9cdBwC\nIBzTH8B0qLIjmApJIp6ir4V9v7M75INRZUClVjjPfTcMevygwf/UwBtZi6co/8ZTVs5lxmmxI0Nl\nMROd41qUksMEfvRPrrAy3lRkBlk6B5dITxcAcMl5CAQhzEUMEH+HKgDoaLZCqSBZU86hVASBVBBO\ns10w1pLdshrkKKBNJ8BtUJisnMsM10EG5aSuQo9KsxaDHnZKeXoKvnqX2bHnsfhIIpXFcH0nXPVm\nXpfs3AimGIkU5rVGpUBHswVTi1GEoqk9jyf2eto0TWPA44dBq4SjVljpj1xuOmXlXGbWHrb4/XME\nQWBfSwXiqSzcs3sv5TlZWMTEenIe8gaQUygFk0K1HrupGQQISZTxBPJ+Z4CdQjsekc/r2ZU4/OEU\nel0VIElhWQZsWiusGgvcYV/Z61PIyrnMVOuroFfq4AmLP2IbAPpa8ovYNRZM256QDyaVUbR+Ocb0\nx/g0hYRWqUGDsQ6+yDRyVI5rcUoOm/nOnpAPBAg4zE17HouPMG6tfYW1QGg4zXaE0xH4k+wFAO4E\nWTmXGZIg4TA3Yymxgmg6xrU4JafbYYOCJNDv3pty9tsMeb+cRbx+uX73CgzJGFoazFyLUhQuiwMZ\nKl9MQ+w0VhtgMaox4PaD2sOJiqIpeCNTqDXUQKfUsSghf2A25kIKclyPazWPv7wHKlk5c4CU6mzr\nNEq0NVrgmYvsqdXeaHsNAPHmgS4E4lgKJrF/6ioUpDC/li2FWAApmLYJgkCfswKReAZTC8X3/J2L\nLSCVS4u2+EgqncPoVBD2WiMsRg3X4hSFk6M4IWGuAgLHKaEOVUDeTEtjrSNNMYy11wJY6+4lNvon\n85/NYc8ljiUpnrXIVmm4bHpXU6qKtwq5V4McxbnpHPYFkM3RgjVpA4Dd1JivT1HmTaesnDmA2SVL\n4YQBrPmark0Wr5xH22tBgIDdJE6/HONvFrJyrtFVwaDSS2Ze9zorQGBvpTxXK4OJdNMpdJM2AKgV\najQZ6zEVmUGmjI1oZOXMAQaVHjX6Kk7bkZWT5hojLAY1BtwrRfnnslQWky3VaDTWQ6sUpmlsK7I5\nCkO+AOoq9KiJLHEtTtEQBAGX2Y6VpB/h9N6j8/mOSa+Gvc6EselQ0d3XJsMeaBVa1BtqWZaOH/RP\n+qHT/P/t3Xd0XOWZ+PHvnaYyaqNuyVaXbEm23Du26aYGQsAYb0zihM0vm0rCycmmETYbCOxvl80m\n+2MJkE2IA4QYkhBCqAZsXDC25CZZktVl9V5mVKbc+/tjNMI2Liozc2fuvJ9zck6scue56M489z7v\n+z6vntwA3/r0crJiMnEqLhqzEv32miI5qyQ7JpMx1xidI8H7YTxVkiSxMDueoRmOz7Va23GYDJpt\nbVjbMsi43RXUTxcenifAUOgfD+6qkEtWqGqafhc8q91G10gPWTHz0Ena+yju7B+ha2CUosx4DPrg\nPj/PpDDP8Jo/BPd/sSDm+WOHyofYbJZUeUp/ORptPjJZ+gvicTmP7BCaFAZQkuv+mx2vm8F1PTE2\nn6PVknad57oO/ptOz6Sw03nJfntNkZxVkhObBUB9iCTn4mz3+NxMWnl6PsS0+uR8oq4Xk0HHgow4\ntUOZtcwYdzOSULmuc+bEYA43cLK+d9pNKrQ+3uxZAx7Mk8E8kiISMBsjxZNzKJhjTiFcHxYyH2JR\nEUay02KobR1iZGx643MNg81EDY+RHOG/8R5/6RkcpbXHxoJMCyZjcOzWcymh1oxEp5NYlJNA//A4\nLd3T61tQP9iIhKTJtp0Op4uqpn7SE83Ex4SrHc6sSZJEflwu/Raz3+YJieSsEp2kIysmg86RLqwO\n7TcjAfeMTVlRqGya+uzWIfswvWN95Nd0arL5iKf0tzg3+J8uPEKpGQl8XNo+Udcz5d9xyS6ahs6Q\nak4m0qi95iPVZwawO2VNlLQ97llwB4997yW/zQ8QyVlFnrGmUNjJB85eUjX10ran9Jdf2+mTmNTm\nGatcpKHkHErNSMA9V0Di4xutqWi1tWOXHZrdxMWzbl8L8yg8ooxm5rV4Z/vbqRDJWUWhNu7s2W3p\nRN3Ux+c8jVoKTmsvOdsdH5f+EmO18/QUas1IoiKM5KS7h2xsY44p/c7kJEeNjjefrO/FZNRRMDf4\n51GoRSRnFWXFeibPNKodil+4x+fiGbDaaZ7ikqqGwSYkJPLqtLfkrKrZXfrT0lMzhF4zEoCSnARk\nRZlyQ5LJzmAaTM5dA6O0945QmGHB6MemHVoj/supKMIQwRxzCk1DZ0Ji8gzA4jz3pK7jtZcfn3PK\nThqHzpAWlUrk6Mz7cgcqzxillsabIfSakQCU5Lqv6xNTLG3XDzZhNribEWmN5729OF975+ZPIjmr\nLCc2E7vsoNXarnYofrEwOwG9TuLYFJLzmeE2HLJjsvyvJYqicKKul4gwQ9B3T7qQUGtG4t7YwcTJ\n+st3wRscd09yzIrN0GTzkcnknCuS82xo78oIMqE27hwZbqBgXhyNHcMMWMcv+bOecr8Wx+Xae0fo\nGRyjODv4uyddSKg1I5Ek95Kq4REHTR2XrhZoufnI6LiT6uYBMlOjsURrr9WuP2nvUyHIeJ4wQmXc\nGT4u416uBOj5b5KrwSfnExpcQnU2TzOSuhC6rksmZiZfbsjm452otJecyxv6cMmKZq9rfxLJWWVJ\nEQlEGc0h8+QMUxt3VhSFusFGYk0xxIdb/BWa33jGm7W01ORs4YYw5kan0Tx0BodrajOYg11RVjx6\nnXTZpYL1E5McMzW4h7PnPb1EjDfPmkjOKpMkiZzYLPrHB+gfG1A7HL9IiY8kNT6SisY+HM4LT4Tr\nGe1j2G4lJy5Lc81HRsac1LQMkj0nmlizSe1wfCY3Ngun4qJ5uFXtUPwiMtxA/txYGtqHGbRdeAKj\nU3bSPNyiyR3WZNk9jyIuykRmSrTa4QQ9kZwDgGfsqWEoNMbnABbnJWB3yFQ2XfiGRMsl7VON7tKf\nFnoOX0puXDYAdYMNKkfiP55Z2xerCp0ZbsMpOzW5hKqubRDrqIPFeYmau6FWg0jOASAUx52XeErb\nF2l56PlA12JyPlozMZs1T9ulv5wQvK6XFrj/pkdPX3hdfoOGJzl6VmBo/br2F8NMfmlsbIzvfOc7\n9Pb2Yjabeeyxx4iPP7eH6k9/+lPKysowm80APPHEE0RHi1LHhWREz0Uv6UNq3Dk3PZbIMAMnantQ\nriv4xJ123WATJr2J9Kg5KkXoG06XzPHaHizRYWSlavv9EBcWS2J4PPUDTciKrMllQ+dLsUSSnmSm\norGfMfsnN3ip1XBF6Hite3e1okztzRFRw4zeLS+88AIFBQU8//zz3H777TzxxBOf+JmKigqeeeYZ\ndu7cyc6dO0VivgST3si86HTODLdiD5HJMwa9jkW5CfQOfXI3H5tjhA5bJ1kxGeh1wb9T09lOnxlg\nZNzJsvykkCj95cZlY3OO0DmivQ5vF7M0PwmnS/5EtzBFUagbaCAuLFZzkxw7YlNo67FRqJHd1QLB\njJJzaWkpGzZsAGDjxo0cPHjwnO/LskxTUxMPPvggW7du5aWXXpp9pBqXE5uJrMg0DZ1ROxS/8Sy3\nOH98zrPUJFeDpb+jp93n6il/ap3nCbFuIHTGnZdN/G3LTp97XXeOdGN12MiLy9bcjdlHOSsA0RXM\nmy5b1t61axfPPvvsOV9LSEiYfBI2m80MD5+76H5kZITPfvaz7NixA5fLxb333svChQtZsGDBRV/H\nsnE1hqrKmZzDRSUlx3j1eL60ZFU27357Mx3f3cG6vxyd1u8G03me7crwKJ758rNUvPg6O27/7uTX\n27eugtuXsfRL3yLpRMvk14P1PD0U4Pg/PkOUMYz1a3IxXKRla7Cf59lWpMXx/ONbaX36ZyQ98d45\n39PSeZ4tEUj8x2c4WTqMU6efPM/jVxfClzax5JFfkPT2l9UN0ssOf+YhAK7+9DoSbP7buUkNXr1u\nL9FN7rLJ+a677uKuu+4652tf+9rXsNncpUibzUZMzLnBRkREcO+99xIR4d5pZ82aNVRVVV0yOffv\nPXS5UKYlKTmG7q4hrx7Tl5LtVtj3E45/ZTsbntoz5d8LtvM8X8HzZVTp9FTXdk1uyn6y9H+QBhuJ\nf6OMboP7a8F+ngAN7UP0PHuEtcWp9Hdc+ANMC+d5NpOiYN73L1Rcv5buh16Z/LrWzvN8JW9V825Z\nKxXpRaSV7gfg+KkXoaOUlF/9he6oVJUj9J6RMSfl/7GbzNRo5IYmtDyA4e3rNukS35tRWXvZsmXs\n2eNOIHv37mX58uXnfL+xsZF77rkHl8uFw+GgrKyM4uLimbxUyIg2RZESmUz9YGPIbIIBsHx+MgBl\nE7Nb3etA3ZtdREwkZq04WuM+x2UFl3pLaot7HX8mvWN9DIwPqh2O3yyd+Bt/mLd68mu1Aw1EGiJI\nNSerFZZPHK/rwak3slSUtL1qRsn5nnvuoaamhnvuuYcXX3yRr33tawD85je/Yffu3eTm5nLbbbex\nZcsWtm/fzm233UZ+fr5XA9eivLhsxl12WqxtaofiN55EVVrtTlxnhltxyE5NzmYtO92D0aBjYXb8\n5X9YQ3JjJ9Y7DzSqG4gfzZ8XR0SYgQ9zV6MoCgPjg/SO9ZETm6W5WetHqroAWLlAWzcdapvRUqqI\niAh+8YtffOLrO3bsmPz/9913H/fdd9/MIwtBeXHZ7G87RN1AgyZb+12IJTqMvPRYTrcMMGSzT/Zi\n1tpOVB19I7T12Fian0iYKbRms+bGZQFQN9jI8pTF6gbjJwa9jsV5CXw47qS500q35J4QlzfRmEUr\nxuxOyhv6mNfTzJyEq9UOR1O0dQsX5Dxv3NoQmtkKsHx+EooCZTXdk2u9tZacPU0pluaHTknbY170\nXAw6A/Uhdl0vm/hbl53unpytnqux5HyirheHU2Z9zQG1Q9EckZwDSHy4hfhwC7WDDciKrHY4frN8\norR9pLrrrHWgcSpH5V1lNd1Ikrttaagx6gxkRs+jxdrOqHNM7XD8pjg7HqPTztGabuoGGzHqjGRE\np6sdllcdmRiOWl9z8DI/KUyXSM4BJjc2e6IJR5faofhNYlwEmanRnO48g9VhIz8uR1PrQAes49S3\nDjF/XhzRkdrd6OJScuOyUFBoDJH9nQEiwgwsbj5OS98ArdYOsmLmYdDNaCQxII07XJyo6yHFEkFm\nT+h0N/QXkZwDTH6IlrZXzE9CiXJ3VMq35KgcjXcdq+lBITRL2h6TzUhCaBMMgLW1h9BF9QOK5kra\n5fV92B0yKxYko51b6cAhknOAyQvBnXzAvaRKFz2RnOO0lZwPT8xmDaUlVOfLic1EQgq5m861tR9i\niHHvvJYXq63kXFrtvq5XzBeztH1BJOcAkxyZRLQxitqBBpRLdI/RmhRLBMa4fhR7GFE67Yw3D1jH\nqWrqJ29uLAmx2lq3PR2RxkjSolJpHGrGESL94wGix6yYE4dQFIhwaWcdsMMpc6y2h8TYcDJSotQO\nR5NEcg4wkiSRG5c9uS4yVHSOdKHox3ENx3OyXjvnfbiyCwVYXZiidiiqK4jLxSE7aQyhfcvtRj12\nYx/KSAzHqi+8d3kwqmjsY8zuYsX8ZE3NDwkkIjkHIE9puyaESoA1A/UAyEPxk+UyLfjwVCc6SRIN\nGoB8Sy4Ap/vrVI7Ef2pzk5GRwRrPR5VdmqmGlU4M1SxfELpDNb4mknMAypsYcw2lnXxq+t3J2aJL\n40RdL6Pjn9wLN9h09Y/Q0D5EYZaFGHNoztI+W35cNhLS5I1YKKgsdO9HnhmdSUffCGe6rCpHNHtO\nl8zRmh7iY8LImaPNzUsCgUjOASh9oq90bYh8iCmKQs1APTGmaNbl5WJ3ypO9toPZoUr304UoabtF\nGiOZGzWHhsEm7CGy529FcRoAG3LcewscOtWpZjheUd7Q596TvCA09iRXi0jOAUgn6ciJzaJ7tDck\nNgvoGulmyD5MflwO6xa6d+s5UN6hclSz99GpTgx6XUjP0j5fviUXp+LidIH2b1gcLgfVBanMjUpj\nZf48wk16PqrsDPrStue96XmvCr4hknOACqVWnp4yZ74lh2RLJHlzY6lq6qdvKHi7SbV0WWntsVGS\nm0BkuHYaT8xWwcS4c0VRmsqR+F7DUBMOk4ECSy4mo55lBUn0Do1T1xa8W2Xaxhwcq+khLdFMZkq0\n2uFomkjOAcqz1jcUJs9MJueJc15XnIqCezJVsDpU6Y59dZH2nxCnI29i3LmiWFttLC+kuq8WgPmW\nPABWTQxvfBTE1/Xhqi6cLpl1C1NFSdvHRHIOUBnRcwnXh1PdX6t2KD6lKAo1/fVEG937WQOsLEzG\noJc4WN4RlCVARVE4dKqTMJOexbmh10v7UiIMEcyLTqcmLxm7y652OD5V3V+HziVPdgYryrJgDjdw\nuKoLWQ6+6xrcJW0JWCNuOn1OJOcApdfpybfk0DPaS++odtb9nq97tIdB+xB5lo/7aZvDjSzOTaS1\nx0ZzZ/DNbq1rG6JncIxl+YmYQmTi03QUWHJxGfSTO5Bp0ZhzjKbhM+TWdRFhcDefMeh1rFiQzKDN\nTlVzv8oRTl9X/wi1LYMUZlmIjwndhjr+IpJzAFtgyQfQ9NOzp6RdcF7LzrUTk00OVgTfxLBDFaKk\nfSmhMGRTO+DeWW5hRds5X19b7L6u951oVyOsWRETwfxLJOcANj/ePVal6eQ8sb4577zkXJKbgDnc\nwIenOnHJwbN9pt3h4mBFBzFmE0VZ8WqHE5Dy4rLRuWRNJ2fPuS2saD3n6/lzY0mNj+RIdTfW0eBp\nYyorCgfKOwibmNgm+J5IzgEsNTKZWFM01X21QTn2ejme9c1RRjNzzOc+ZRr0OlYVpjBks3OqMXhK\ngEequxgZd7KhZA4GvXh7XUi4IZzc+m6ahs8w5hxXOxyfON1fi0HSM7/63MqPJElsXJyG0yVzMIiW\nC9a2DNIzOMaK+UmEm8TqA38Qnx4BTJIkCiz5DDustNmC5408VZ0jXQyMD1Jgyb3gzM/J0nYQfYjt\nOeYuY25YrP2lQrNRdKoNWZGpH2xUOxSvszpstFjbyY7NxORwfeL76xalotdJ7D3eFjQ33QfK3WV4\nUdL2H5GcA5yWS9uVfTUAFMbPv+D3c9NiSLZEUHa6G2uY2Z+hzUhrj42alkGKsywkx0WoHU5AK54o\n92qxtF3bX4+CMrmE6nwxkSaWFiTR2mMLijXPdoeLw1VdxMeEMT/TonY4IUMk5wC3YOINXj2RyLSk\nsu80AIXx+Rf8viRJbFqcht0ps7voan+GNiN7jrkTzqYl2l/DO1sLqjvQSTpOD2gvOVdP3HAUXCQ5\nA2xc7O65vfdY20V/JlAcqe5idNzFmqJUdGJts9+I5BzgLOFxJEcmUjNQj0v+ZIksWDlkJzX9daRG\nJmMJv/j+zRsWp2E06HhtyY3IAVwCtDtcHCx3TwRbkq+dfXt9JXzcSVZMBs1DLdgcI2qH41Wn+2sx\n6U1kxsy96M8UZcWTGBvOR1WdAb3Ji6IovHOkBQnYtEQM1fiTSM5BYIEln3GXnabhM2qH4jX1A43Y\nZQeF8QWX/LmoCCOrC1Not6RRHsD7PJdWd2Mbc3LFIjERbKqK4uejoFCloarQ4PgQHSNd5MVmY9Bd\nfOKUTpLYUDIHu0MO6M0w6tuGaOwYZkl+IkliqMavxKdIEPCMXWnpQ2yypJ1w6eQMcM1y9xPIu2Ut\nPo1pNjwlbU+5Uri8oom/veda0ALPGLpnrsilXFGShiTBnuOBW9p+p9T9nrt2+cWrAIJviOQcBPIt\nuUhImpoUVtV3GoOk/8T65gvJTI2msLWSk3W9dPYHXgm0rcfG6ZZBirIsJFsi1Q4naMyLTifKaOZU\nb3XQzFq+HM8NdEFc7mV/1hIdxuLcRJo6hmnqGPZ1aNPWPzzOkaou0hPNLBATwfxOJOcgYDZGMi86\nnYbBZsY10I942G7ljLWNnLhswvSmKf3Ozcf+jgK8V9Z62Z/1N8/yKTERbHp0ko7C+AIG7UOaWCoo\nKzKn+qqJNkYxN3pq47MbJ8Zx3ykNvCGr94+24pIVrlkxV2xyoQKRnIPEfEseLsWliS0kqyaXUF14\nlvaFrKs5SKzZxAcn2hmzB84EGtuYg70n2og1m1gqJoJNW1GCexndqd5qlSOZvRZrG0P2YYoS5qOT\npvbRWpKbwJyESD6s6KR3MHC2SHU4ZfYcayUyzMDaIrG2WQ0iOQeJBROJrEoD43MfL6G6/HizMmuS\nxAAAGc9JREFUh1F2smlJGqPjTj6sCJwJNLuPtDBud7F5VYaYCDYDnmvglAau64oe9w1GccKCKf+O\nTpK4cXUmLlnhzcPNvgpt2g5XdTI04mDj4jTCTGLzFjWIT5MgkRuXjUlvoqK3Su1QZkVRFKr6ThNl\nNJMeNb3JU5uWpKPXSewubQmIMcoxu5O3j5zBHG7gyqVimclMRJuimBedTt1AQ9C38qzorZoo1U+9\nIgSwpjiF+Jgw9h5vY3hE/WErRVF4+0gLkgRXLxNDNWoRyTlIGHUGCi35dI500zXSrXY4M9Zu62TQ\nPkxhfMGUS38elugwls93d1Y6Xtfrowin7v2jbdjGnFy3Yp7oNzwLRfHzcSkuaoK4IYnVYaNxqJns\nmAwijdObFGjQ69i8MgO7Q+adI+qvSKhtHaSpY5gleYkkiuVTqhHJOYgsTCwEoDyIn55nUtI+263r\nspCAP++tV7UpicPp4s2Pmgkz6blaLDOZFS2MO1f1nkZBmVZJ+2wbF6cRFWHk3bIW1ZuS/OUD97yW\n61fOUzWOUCeScxDxvPHLeypVjmTmPMl5wTRLfx7pSVGsLk7hTJeVI1Vd3gxtWvadaGfQZufqpelE\nRRhVi0MLsmMyCNeHB/W4c3nv9MebzxZm0nPtirnYxpyTs//VUNHYR2VTP8XZ8czPEMun1CSScxCJ\nDYshI3ouNQP1jDoDZ2bnVNlddmoH6kkzpxIbFjPj49x2RTY6SeIvHzSostez0yXz+qFmjAYd16/K\n8Pvra41ep2dBfB49o710jfSoHc60yYpMZV81saaYac+jONvVy+YSZtLz1uFmHE7/X9eKovCnPe6h\nhc9sunz/AcG3RHIOMgsTCyc+DILvKaOyrwaH7Jzx04VHiiWSK0pS6egbUWXm9qFTnfQMjrGhZA6x\n5qmt0xYurWhiZ7JTfcFX2m4aasHqsFGcsGBW64GjIoxcuSSNAaud/RNbNPpT2eluGtqHWbEgmazU\nmd88C94hknOQWZQwMe4chKXtEz0VACxOWjjrY926LhuDXuKVfQ04Xf57ynA4Xbx6oBG9zr0ERvAO\nTxvXyiAcd/asoChOnN1NJ8D1KzMwGXT8ZW89I2OOWR9vqmRZ4U9769FJEp/ekO231xUuTiTnIDM3\nOo1YUzQVvVXIiv9LXzPlkl2c7DlFrCn6krv1TFVCbDiblqTTMzjGByf895Tx+ofNdPWPctXSdBJi\nw/32uloXH24h1ZxCdX8ddpf/kpI3VPRWoZf0F92/eTos0WHcsi6LoRHH5MQsfzhQ3kF77wjrF6Uy\nJyHw904PBSI5BxmdpKM4oRCrw0bTUOC1/LuY+sEmbI4RFiUVT3sJ1cXcsjYTk0HHq/sbGHf4fjvN\nzv4R/nawidgoE5/eKMbkvK0ksQiH7KAyiErbQ/ZhmodbyI3LJsLgnZu1zasySLFEsLusheZO3/fc\ndjhlXtlXj0Gv47YrxFNzoBDJOQgF45KqyZJ2YrHXjhkbFca1K+YxYLXz5731XjvuhSiKwnNvncbp\nkrnnmnwiwsS6Zm9bMjHccay7XOVIpq6y1z33o3hiOZg3GA06/uG6AhQFfv/2aZ8vGXz7yBl6h8a5\nelk68TGiGhQoRHIOQvMteRh0hqAZd1YUhePdFYTrwymwXH63num4dX0WqfGRvHX4DFVN/V499tmO\nVHdT3tBHcZaFlQuSffY6oSwjei6WsDhO9pzCKQdO//RLOdnrfg96JrR5y8KcBJbPT6K2ZZCD5b7b\nFKS5c5g/760n1mzilnVZPnsdYfpEcg5C4YYwCuJyabG20Rsf+ONDbbYOesf6KE6Yf8kN6GcizKjn\nvluK0EkSv36t0icNHEbHnTz/zmkMeh2fvX6+2KHHRyRJYknSQkadY1T3B363sHGXnYqeSpIjE5lj\nTvH68bdenY/JqGPXe7U+mRxmd7h46tVTuGSFL9xcKNbrBxiRnIOUp7RdtjTw19kenyhTLk7yXkn7\nbDlpMdy8NpPeoTFe2F3j9eP/eW89g1Y7N6/NJCVe7NfsS0uSFwFwvPukypFcXkVvFXbZwbLkxT65\nYUuIDefWiclhf9hd6/V+8i+9X0dbj41rls1lUU6CV48tzJ5IzkFq4cSSqo9WBf7EpBPdFeglPUWz\nXN98KbeuzyIzJZp9J9o5VuO9RhYHKzp4p7SFFEsEN60J/BuhYJcTm0m0MYrj3RUBvxqhrOsEAMuS\nS3z2GtevzCAjOYp9J9t567D3JoCW1/fyTmkLcxIiuesq7w41Cd4hknOQSoiwkBkzj5ML0xm2W9UO\n56J6R/s5Y22jwJLrtdmsF2LQ67jvlkIMeh2/fb2SAevsdziqbOzjf1+rJCLMwNfuWITRILbO8zWd\npGNxUjFWh426AN67fNxlp7ynkpTIJNLMvtvv2GjQ8Y07S4iNMvHHd2s5enr2m94Mj9j59WuV6HUS\nX7q1GJNRXNeBSCTnILYiZQmyXsfRiTv4QPRx4xHflLTPlp4UxWc25TA04uDR58pmtXl9S5eV//7z\nSSQJvn7HItKTorwYqXApS5Lcpe2jATxru7ynEofsYFlyic/nIMTHhPPNO0swGnX86tUKmjpmvrxq\neMTOz3edYNBm546NOWSmRnsxUsGbRHIOYsuSS5BkhSOdx9QO5aJOdLuT86LEIr+83vUr53Hz2ky6\n+kd59LlSOvtHpn2MvqEx/nPXcUbHXXzh5kIWZIoNAPzJXWWJ4Hh3ecCWtj0l7aU+LGmfLSs1hi/d\nWozDIfNfLx2nf3j6laG+oTEefa6MhvYh1i9MZbPoCx/QRHIOYnFhsRSdaqNusJG+Md8tI5opq8NG\n7WADWTEZxIXF+uU1JUniM5tyuWNjDr1D4zz6XBmtPbYp/35TxzD/8eIx+ofHuevKXNYU+a5kKVyY\nXqenJLGIgfFBmobU39/4fGPOcSp6q0iJTPZpSft8ywqSuOuqPAasdh7ZWcqpxr4p/25bj42Hd5bS\n3jvC5lXz2HFzITqdWHUQyGaVnN9++20eeOCBC37vj3/8I3fccQdbtmzhvffem83LCJew/kAtAKWd\nx1WO5JNKO48jKzJLJ2bg+tMt67LYek0+g1Y7jz1Xxv6T7Zfc6Wd03MkL79Twk2cPT36A3bBaPFmo\n5eOGJIE3a7ui138l7fNtXjWP2zdk0z88zr//4RjPvlF1yeWDsqxwrKaHR58rm7zhvPvqfHRiOWDA\nm/Gi05/+9Kfs27ePwsLCT3yvu7ubnTt38vLLLzM+Ps62bdtYv349JpPYwcfb1hyq59f/52pKO49x\nXeaVaodzjg/bj6CTdKxMWabK61+/ch5hRh073zzNr1+rZNd7tVy5NJ2rlqZjjjAyPOJg0DZOa7eN\nP+2tp394nBRLBJ/dPJ/irHhVYhbcFsQXYNKbONZdzu25NwXU2nJ/zNK+GEmS+NT6bEpyE/jf1yrZ\nc6yNk/W93LIui7QEM0lxEcRGmRgYHueDE+3sO9FG79A4kgQ7blzAhsVpfo9ZmJkZJ+dly5Zx7bXX\n8uKLL37ieydOnGDp0qWYTCZMJhMZGRlUVVVRUuL/i1nromzjFMYXUN5bSaetixRzYHSvard10jzc\nQnHCAmLD1Jt0smlJOsXZ8bxb1sreY238dX8jrx5o5Pwlowa9xKfWZ3Hz2kwxKzsAmPRGFiUUUtp1\nnMahM2THBkYVw1PSTo1M9knjkanKSo3hwc+v5G8HGnntYBO/e+PjfuQmgw6HS0ZRIMykZ9OSNK5a\nmk5Gipj8FUwum5x37drFs88+e87XHnnkEW666SYOHTp0wd+xWq1ER398IZjNZqzWSy/3sWxcjaHK\nu+0ok5JDY0/Sqx76b8q/fg2nvrOVhS8dUTscAN7ctho+tZTrf/gLkg7d75VjzvTvmQQUAl80hPFu\n0VW8X7gJvezCYut3/2+kn7U1h0j/v21eiXO2QuW6vdx5bl48j9Lv3czRf/sKq57e66eoLm3/2lwc\n37yOK373d5I/9ZMp/Y4v/57/CNxoSaN87kI6YlPoiEulPTaVCMcYV596jw3V+4hwzHzVwnSI63YG\nLtFY5rLJ+a677uKuu+6a1utFRUVhs308Ccdms52TrC+kf++FE/1MJSXH0N015NVjBqKk5Biydh3A\nuO8n7L33Bq78f7tVLwHKisye/Y8QITvI/MthuvWzbwvorb/nyon/XcjsV5DOXihdt5c7zzmKjOXA\no+y7fgk3/cvLhBvC/BTdxb134lnoqWD+vz1P9xOXnwzmj79nGLD8gt/5OlbAH10QxHU7w+Nd4ns+\nma1dUlJCaWkp4+PjDA8PU1dXR0FBgS9eSsDda3tRYiFdIz20WNV/+qvsq2HQPsTylMUYvZCYhdCk\nk3SsmbOCcZc9INbyD4wPUt5bSXrUHNKixCx+wbe8mpx/85vfsHv3bpKSkti+fTvbtm3jc5/7HN/6\n1rcIC1P/rlfLVqQsAeBw51GVI4FD7e7S+prUC9/PC8JUrZ2zAgmJA+2H1Q6Fg22HkRWZDelr1Q5F\nCAGz2iJo9erVrF69evLfO3bsmPz/W7ZsYcuWLbM5vDANRQkLMBsiOdReyq05N2D08u5PUzXqHOVE\nTwUpkUlkxQTGJB4heCVExDPfkkdVfw0dtk5SVZqE5ZJd7Gs7RLg+jJUTN8KC4EuiCYlGGHUG1qWt\nwuqwUabimueyzhM4ZCerU5erPvYtaMO6NPcsATWfnit6qxgYH2Rl6jLCfdgjXhA8RHLWkA3pa5GQ\neL9ln9e3l5uqDzuOICGxKlWdtc2C9pQkLcRsiOSj9jKcsvf3656KD1o/BGBD+hpVXl8IPSI5a0hC\nhIXFScU0D7fSMNTk99fvtHVRP9jEfEselvA4v7++oE1GnYFVqcsYdlgp7/Hucsup6BntpbLvNDmx\nmaRHzfH76wuhSSRnjbly7noA3j+z3++v/U6zey3q+vTVl/lJQZietSqWtve1HkJBERPBBL8SyVlj\n8uJySI+aw9Huk/SPDfjtdQfGBznUUUpyZOJkX2RB8Jb0qDlkxszjVG81vaP+2+TFITs52H4YszGS\npUn+7xEvhC6RnDVGkiQ2zV2HrMjsmxgn84fdzXtxKS6uy7gSnSQuK8H7NqWvQ0HhrWb/baRzvOsk\nVoeNNXNWiDX7gl+JT1ENWpmyFLMhkn1th3C4HD5/PZtjhH1th4g1xbBSTAQTfGRFyhKSIxI52HbY\nL1ukKorCntYDAFyRJoZqBP8SyVmDTHrT5LKqI12+X1a1p2U/dpedazI2qra+WtA+vU7PDVnX4FJc\nvNn4rs9f71RfNfWDTSxMKCQ58lKNFgXB+0Ry1qiNc93LqnY370FWLr6P8WyNu+y837IfsyGS9eLp\nQvCxyafn9iM+HXuWFZlX6l5HQuJTuTf47HUE4WJEctao+HALq+csp93Wyf62j3z2OgfaPsLmGGHT\n3HUBsTGBoG1nPz2/1eS7p+cjncdotbazKnWZWD4lqEIkZw37VM6NhOlN/K3+TUYco14/vlN28k7z\nHkw6I5vmrff68QXhQnz99OyQnfyt/k0Mkp6bs6/3+vEFYSpEctaw2LBobsi6BqvDxuuN73j9+Hta\nDjAwPsj69NVEGc1eP74gXIhep+fG7Gt99vS8r/VDesf62Th3HQkRFq8fXxCmQiRnjbtq3gYSw+N5\nv2U/HbYurx23a6SbV+vfIMpoZnPm1V47riBMxfLkxSRHup+eu0d6vXbcUecYbzTuJlwfLq5rQVUi\nOWucUWfgjvxbkBWZl2tf9coxZUXm95W7cMhO7p7/aaJNUV45riBMlV6n55bszbgUF8+eegGX7PLK\ncXc378HqsHFd5iaiTKIaJKhHJOcQUJJYTIElj1O91V7pTbyn5QB1g40sTVrEsuQSL0QoCNO3LLmE\nFSlLaBhq5u8Nb8/6eM1DLbzTvIcYUzRXzdvghQgFYeZEcg4BkiRxZ/6tSEjsOv0KVrttxsfqGunh\nlbrXMRsjuXv+p70YpSBMjyRJbJ1/Bwnh8bzZ9B6n+2tnfKxhu5WnTv4Op+ziHxbcSZje5MVIBWH6\nRHIOEelRc9iceRU9Y308ceJ/GXOOT/sYsiLzXNUuHLKDLQW3i3K2oLoIQzg7irchSRK/rfjDjG48\nnbKTp0/upH98gFtyNrMwsdAHkQrC9IjkHEJuydnM6tTlNA2d4ZnyndMap5MVmZdqXqV2oIHFicUs\nT17sw0gFYeqyYzO4NXszg/Yhfl/1x2nvZf5SzavUDTawNLmEzZlX+ShKQZgekZxDiCRJ/MOCOylO\nWEBl32l2Vu6aUvcwu8vOMyd3sqdlP6nmFLYuuANJkvwQsSBMzbWZmyiw5HGyp5KdlX+ccmVof+sh\nPmg9SHrUHLYXbhHXtRAwRHIOMXqdni8u/CzZMRkc7izjj6dfYcw5dtGfH7Zb+fnRX3G8p4ICSx4P\nLPsKMaZoP0YsCJenk3R8vugeMqLncqijlMeO/Bdnhtsu+vPDdivPVb7EC9V/wmyM5EuLPifGmYWA\nInYpCEFhehNfXryD/yz9Hz5oPcjhjqOsT1/FVXOvwBIeh6zIdI500zh0htcb3qF3rI/VqcvZtuAz\nGMTGFkKAig2L5oHlX+GvdW+w+8xe/v3IL/l03i2sTF1KhCEcnaTDJbvY23qQ1xreYtQ5xhxzCtsL\nt5AYEa92+IJwDkmZ7gCNj3R3D3v1eEnJMXR3DXn1mIFoNuc54hhlb+sB3m/Zz7Ddik7SkRE9lw5b\nJ2Ouj8uCN2Vdy03Z16la8hN/T23x9XmWT5S3rQ73BDEJiUhjBBISVoeNCEMEt2Rfz4b0Neh1ep/F\nIf6e2uLt80xKungVUjwGhbBIYwQ3ZF3DNfM2crjzGLvP7KVxqJmUyGQWx8wjK2YeuXHZovG/EHQW\nJhbyvVX381bT+/SPDWBz2LA5Rhh1jrE+bTW35mwWqw2EgCaSs4BRb2Rd2krWzlmBU3Zi1BvVDkkQ\nZi0uLJYtBbepHYYgzIiYECZMkiRJJGZBEIQAIJKzIAiCIAQYkZwFQRAEIcCI5CwIgiAIAUYkZ0EQ\nBEEIMCI5C4IgCEKAEclZEARBEAKMSM6CIAiCEGBEchYEQRCEACOSsyAIgiAEGJGcBUEQBCHAiOQs\nCIIgCAEmYLaMFARBEATBTTw5C4IgCEKAEclZEARBEAKMSM6CIAiCEGBEchYEQRCEACOSsyAIgiAE\nGJGcBUEQBCHAaC45y7LMgw8+yN1338327dtpampSOySfcDgcfOc732Hbtm3ceeed7N69W+2QfKq3\nt5dNmzZRV1endig+86tf/Yq7776bO+64g127dqkdjk84HA4eeOABtm7dyrZt2zT59zx+/Djbt28H\noKmpiXvuuYdt27bx4x//GFmWVY7Oe84+z8rKSrZt28b27dv54he/SE9Pj8rRec/Z5+nx6quvcvfd\nd/v0dTWXnN955x3sdjsvvvgiDzzwAI8++qjaIfnEX//6V+Li4nj++ed55pln+Nd//Ve1Q/IZh8PB\ngw8+SHh4uNqh+MyhQ4c4evQoL7zwAjt37qSjo0PtkHxiz549OJ1O/vCHP/DVr36Vn//852qH5FVP\nP/00P/zhDxkfHwfgZz/7Gffffz/PP/88iqJo5ib6/PN8+OGH+dGPfsTOnTu57rrrePrpp1WO0DvO\nP0+AU6dO8dJLL+HrFiGaS86lpaVs2LABgCVLllBeXq5yRL5xww038M1vfhMARVHQ6/UqR+Q7jz32\nGFu3biU5OVntUHxm3759FBQU8NWvfpUvf/nLXHnllWqH5BPZ2dm4XC5kWcZqtWIwGNQOyasyMjL4\n5S9/OfnviooKVq1aBcDGjRs5cOCAWqF51fnn+fjjj1NYWAiAy+UiLCxMrdC86vzz7O/v5/HHH+f7\n3/++z19bW+8MwGq1EhUVNflvvV6P0+nU3IeA2WwG3Of7jW98g/vvv1/liHzjT3/6E/Hx8WzYsIGn\nnnpK7XB8pr+/n7a2Np588klaWlr4p3/6J9544w0kSVI7NK+KjIyktbWVG2+8kf7+fp588km1Q/Kq\nzZs309LSMvlvRVEm/4Zms5nh4WG1QvOq88/Tc+NcVlbG73//e5577jm1QvOqs8/T5XLxgx/8gO99\n73t+ufnQ3JNzVFQUNptt8t+yLGsuMXu0t7dz7733ctttt3HrrbeqHY5PvPzyyxw4cIDt27dTWVnJ\nd7/7Xbq7u9UOy+vi4uK44oorMJlM5OTkEBYWRl9fn9phed1vf/tbrrjiCt58801eeeUV/vmf//mc\nkqHW6HQff8TabDZiYmJUjMa3/v73v/PjH/+Yp556ivj4eLXD8bqKigqampp46KGH+Pa3v01tbS0P\nP/ywz15Pc1lr2bJlvPfee9x0000cO3aMgoICtUPyiZ6eHr7whS/w4IMPsnbtWrXD8Zmz78C3b9/O\nQw89RFJSkooR+cby5cv53e9+x44dO+jq6mJ0dJS4uDi1w/K6mJgYjEYjALGxsTidTlwul8pR+U5R\nURGHDh1i9erV7N27lzVr1qgdkk+88sorvPjii+zcuVOT1y1ASUkJr732GgAtLS18+9vf5gc/+IHP\nXk9zyfm6665j//79bN26FUVReOSRR9QOySeefPJJhoaGeOKJJ3jiiScA9+QFLU+a0rKrrrqKw4cP\nc+edd6IoCg8++KAm5xF8/vOf5/vf/z7btm3D4XDwrW99i8jISLXD8pnvfve7/OhHP+Lxxx8nJyeH\nzZs3qx2S17lcLh5++GHmzJnD17/+dQBWrlzJN77xDZUjC25iVypBEARBCDCaG3MWBEEQhGAnkrMg\nCIIgBBiRnAVBEAQhwIjkLAiCIAgBRiRnQRAEQQgwIjkLgiAIQoARyVkQBEEQAoxIzoIgCIIQYP4/\nJ6Hq5ERtbBsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118383710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'axes.axisbelow': True,\n",
       " 'axes.edgecolor': 'white',\n",
       " 'axes.facecolor': '#EAEAF2',\n",
       " 'axes.grid': True,\n",
       " 'axes.labelcolor': '.15',\n",
       " 'axes.linewidth': 0.0,\n",
       " 'figure.facecolor': 'white',\n",
       " 'font.family': ['sans-serif'],\n",
       " 'font.sans-serif': ['Arial',\n",
       "  'Liberation Sans',\n",
       "  'Bitstream Vera Sans',\n",
       "  'sans-serif'],\n",
       " 'grid.color': 'red',\n",
       " 'grid.linestyle': '-',\n",
       " 'image.cmap': 'Greys',\n",
       " 'legend.frameon': False,\n",
       " 'legend.numpoints': 1,\n",
       " 'legend.scatterpoints': 1,\n",
       " 'lines.solid_capstyle': 'round',\n",
       " 'text.color': '.15',\n",
       " 'xtick.color': '.15',\n",
       " 'xtick.direction': 'out',\n",
       " 'xtick.major.size': 0.0,\n",
       " 'xtick.minor.size': 0.0,\n",
       " 'ytick.color': '.15',\n",
       " 'ytick.direction': 'out',\n",
       " 'ytick.major.size': 0.0,\n",
       " 'ytick.minor.size': 0.0}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.axes_style()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ocQgnNVJWzuvIP+zWwsPevAvOmWv5Xdjt+/i9CyMIArfvr0cmS+Hs4ALX4vCe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\nJ6Hq5ERtbBsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1184b9320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aagPRXBx9jm7ZmP44+hw9YFgGc/fIC33nxjJYVty3Zo6t2/M1kla1H+lCqYSr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\ne5tSLC8Kn5K218LYBRh0BprD7LqunH6vq871z8xWL9BYcj7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NlVkkxolqULAQyTkElVgK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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x118329978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OhqNxvNOziGK9Bl0W4YT0iXPeglwmR1tJ8mHbb/OwX7+WzN196Dj/cnJboSgK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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1180f3438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('white')\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aagPRXBx9jm7ZmP44+hw9YFgGc/fIC33nxjJYVty3Zo6t2/M1kla1H+lCqYSr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\ne5tSLC8Kn5K218LYBRh0BprD7LqunH6vq871z8xWL9BYcj7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NlVkkxolqULAQyTkElVgK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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1183af400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. plotting_context() and set_context() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "context = ['paper', 'notebook', 'talk', 'poster']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_context(context[1], rc={'grid.linewidth': 3.0})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UKPRKaNOpoBXotnXAl/TDn9w9vS6dzePi2BpsJg0GnNWTGkmU8zYKD7uz+LB3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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x115f47d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'axes.labelsize': 11.0,\n",
       " 'axes.titlesize': 12.0,\n",
       " 'figure.figsize': [8.0, 5.5],\n",
       " 'font.size': 12.0,\n",
       " 'grid.linewidth': 1.0,\n",
       " 'legend.fontsize': 10.0,\n",
       " 'lines.linewidth': 1.75,\n",
       " 'lines.markeredgewidth': 0.0,\n",
       " 'lines.markersize': 7.0,\n",
       " 'patch.linewidth': 0.3,\n",
       " 'xtick.labelsize': 10.0,\n",
       " 'xtick.major.pad': 7.0,\n",
       " 'xtick.major.width': 1.0,\n",
       " 'xtick.minor.width': 0.5,\n",
       " 'ytick.labelsize': 10.0,\n",
       " 'ytick.major.pad': 7.0,\n",
       " 'ytick.major.width': 1.0,\n",
       " 'ytick.minor.width': 0.5}"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.plotting_context()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
